{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cell Cycle genes\n",
    "Using Gene Ontologies (GO), create an up-to-date list of all human protein-coding genes that are know to be associated with cell cycle."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Download Ontologies, if necessary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  EXISTS: go-basic.obo\n"
     ]
    }
   ],
   "source": [
    "# Get http://geneontology.org/ontology/go-basic.obo\n",
    "from goatools.base import download_go_basic_obo\n",
    "obo_fname = download_go_basic_obo()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Download Associations, if necessary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  EXISTS: gene2go\n"
     ]
    }
   ],
   "source": [
    "# Get ftp://ftp.ncbi.nlm.nih.gov/gene/DATA/gene2go.gz\n",
    "from goatools.base import download_ncbi_associations\n",
    "gene2go = download_ncbi_associations()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Read associations\n",
    "Normally, when reading associations, GeneID2GOs are returned. We get the reverse, GO2GeneIDs, by adding the key-word arg, \"go2geneids=True\" to the call to read_ncbi_gene2go."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16439 GO terms associated with human NCBI Entrez GeneIDs\n"
     ]
    }
   ],
   "source": [
    "from goatools.associations import read_ncbi_gene2go\n",
    "\n",
    "go2geneids_human = read_ncbi_gene2go(\"gene2go\", taxids=[9606], go2geneids=True)\n",
    "print(\"{N} GO terms associated with human NCBI Entrez GeneIDs\".format(N=len(go2geneids_human)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Initialize Gene-Search Helper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "load obo file go-basic.obo\n",
      "46518"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "go-basic.obo: format-version(1.2) data-version(releases/2016-04-27)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " nodes imported\n"
     ]
    }
   ],
   "source": [
    "from goatools.go_search import GoSearch\n",
    "\n",
    "srchhelp = GoSearch(\"go-basic.obo\", go2items=go2geneids_human)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Find human all genes related to \"cell cycle\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  5a. Prepare \"cell cycle\" text searches\n",
    "We will need to search for both *cell cycle* and *cell cycle-independent*. Those GOs that contain the text *cell cycle-independent* are specifically **not** related to *cell cycle* and must be removed from our list of *cell cycle* GO terms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import re\n",
    "\n",
    "# Compile search pattern for 'cell cycle'\n",
    "cell_cycle_all = re.compile(r'cell cycle', flags=re.IGNORECASE)\n",
    "cell_cycle_not = re.compile(r'cell cycle.independent', flags=re.IGNORECASE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5b. Find NCBI Entrez GeneIDs related to \"cell cycle\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2696 human NCBI Entrez GeneIDs related to 'cell cycle' found.\n"
     ]
    }
   ],
   "source": [
    "# Find ALL GOs and GeneIDs associated with 'cell cycle'.\n",
    "\n",
    "# Details of search are written to a log file\n",
    "fout_allgos = \"cell_cycle_gos_human.log\" \n",
    "with open(fout_allgos, \"w\") as log:\n",
    "    # Search for 'cell cycle' in GO terms\n",
    "    gos_cc_all = srchhelp.get_matching_gos(cell_cycle_all, prt=log)\n",
    "    # Find any GOs matching 'cell cycle-independent' (e.g., \"lysosome\")\n",
    "    gos_no_cc = srchhelp.get_matching_gos(cell_cycle_not, gos=gos_cc_all, prt=log)\n",
    "    # Remove GO terms that are not \"cell cycle\" GOs\n",
    "    gos = gos_cc_all.difference(gos_no_cc)\n",
    "    # Add children GOs of cell cycle GOs\n",
    "    gos_all = srchhelp.add_children_gos(gos)\n",
    "    # Get Entrez GeneIDs for cell cycle GOs\n",
    "    geneids = srchhelp.get_items(gos_all)\n",
    "print(\"{N} human NCBI Entrez GeneIDs related to 'cell cycle' found.\".format(N=len(geneids)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Print the \"cell cycle\" protein-coding gene Symbols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CLPP       caseinolytic mitochondrial matrix peptidase proteolytic subunit\n",
      "FANCI      Fanconi anemia complementation group I\n",
      "TTYH1      tweety family member 1\n",
      "PRSS54     protease, serine 54\n",
      "CABLES2    Cdk5 and Abl enzyme substrate 2\n",
      "SEH1L      SEH1 like nucleoporin\n",
      "KIF18A     kinesin family member 18A\n",
      "CHAF1B     chromatin assembly factor 1 subunit B\n",
      "ABL1       ABL proto-oncogene 1, non-receptor tyrosine kinase\n",
      "CLTCL1     clathrin heavy chain like 1\n",
      "KCTD13     potassium channel tetramerization domain containing 13\n",
      "KBTBD2     kelch repeat and BTB domain containing 2\n",
      "USP11      ubiquitin specific peptidase 11\n",
      "USP9X      ubiquitin specific peptidase 9, X-linked\n",
      "ACR        acrosin\n",
      "SMC1A      structural maintenance of chromosomes 1A\n",
      "DPEP3      dipeptidase 3\n",
      "ACTA1      actin, alpha 1, skeletal muscle\n",
      "SPC25      SPC25, NDC80 kinetochore complex component\n",
      "OR1A2      olfactory receptor family 1 subfamily A member 2\n",
      "RHBDD2     rhomboid domain containing 2\n",
      "ACVR1      activin A receptor type I\n",
      "ACVR1B     activin A receptor type IB\n",
      "ADAM8      ADAM metallopeptidase domain 8\n",
      "ADAM10     ADAM metallopeptidase domain 10\n",
      "TUBGCP5    tubulin gamma complex associated protein 5\n",
      "ADARB1     adenosine deaminase, RNA-specific, B1\n",
      "LIN9       lin-9 DREAM MuvB core complex component\n",
      "KANK2      KN motif and ankyrin repeat domains 2\n",
      "ADCY3      adenylate cyclase 3\n",
      "ESCO1      establishment of sister chromatid cohesion N-acetyltransferase 1\n",
      "ADCYAP1    adenylate cyclase activating polypeptide 1 (pituitary)\n",
      "KIAA1161   KIAA1161\n",
      "BRE        brain and reproductive organ-expressed (TNFRSF1A modulator)\n",
      "ADD3       adducin 3\n",
      "AXIN2      axin 2\n",
      "BAP1       BRCA1 associated protein 1\n",
      "BRAP       BRCA1 associated protein\n",
      "CDC7       cell division cycle 7\n",
      "CDC45      cell division cycle 45\n",
      "CNOT6      CCR4-NOT transcription complex subunit 6\n",
      "KLHL29     kelch like family member 29\n",
      "CENPP      centromere protein P\n",
      "SPDYC      speedy/RINGO cell cycle regulator family member C\n",
      "NLN        neurolysin\n",
      "CREBL2     cAMP responsive element binding protein-like 2\n",
      "ADAMTS18   ADAM metallopeptidase with thrombospondin type 1 motif 18\n",
      "HIST1H3A   histone cluster 1, H3a\n",
      "HIST1H3D   histone cluster 1, H3d\n",
      "HIST1H3C   histone cluster 1, H3c\n",
      "HIST1H3E   histone cluster 1, H3e\n",
      "HIST1H3I   histone cluster 1, H3i\n",
      "HIST1H3G   histone cluster 1, H3g\n",
      "HIST1H3J   histone cluster 1, H3j\n",
      "HIST1H3H   histone cluster 1, H3h\n",
      "HIST1H3B   histone cluster 1, H3b\n",
      "HIST1H4A   histone cluster 1, H4a\n",
      "HIST1H4D   histone cluster 1, H4d\n",
      "HIST1H4F   histone cluster 1, H4f\n",
      "HIST1H4K   histone cluster 1, H4k\n",
      "HIST1H4J   histone cluster 1, H4j\n",
      "HIST1H4C   histone cluster 1, H4c\n",
      "HIST1H4H   histone cluster 1, H4h\n",
      "HIST1H4B   histone cluster 1, H4b\n",
      "HIST1H4E   histone cluster 1, H4e\n",
      "HIST1H4L   histone cluster 1, H4l\n",
      "RPTOR      regulatory associated protein of MTOR, complex 1\n",
      "HIST2H4A   histone cluster 2, H4a\n",
      "KLHL13     kelch like family member 13\n",
      "HACE1      HECT domain and ankyrin repeat containing E3 ubiquitin protein ligase 1\n",
      "MIB1       mindbomb E3 ubiquitin protein ligase 1\n",
      "AHR        aryl hydrocarbon receptor\n",
      "KLHL42     kelch like family member 42\n",
      "AIF1       allograft inflammatory factor 1\n",
      "AK1        adenylate kinase 1\n",
      "HFM1       HFM1, ATP-dependent DNA helicase homolog\n",
      "AKT1       v-akt murine thymoma viral oncogene homolog 1\n",
      "AKT2       v-akt murine thymoma viral oncogene homolog 2\n",
      "PRSS45     protease, serine 45\n",
      "CEP126     centrosomal protein 126kDa\n",
      "KLHL8      kelch like family member 8\n",
      "KLHL14     kelch like family member 14\n",
      "KLHL33     kelch like family member 33\n",
      "MARCH4     membrane associated ring-CH-type finger 4\n",
      "STK24      serine/threonine kinase 24\n",
      "GNAI1      guanine nucleotide binding protein (G protein), alpha inhibiting activity polypeptide 1\n",
      "RAD54L     RAD54-like (S. cerevisiae)\n",
      "ALOX15B    arachidonate 15-lipoxygenase, type B\n",
      "DYRK2      dual specificity tyrosine phosphorylation regulated kinase 2\n",
      "CUL4B      cullin 4B\n",
      "CUL4A      cullin 4A\n",
      "CUL3       cullin 3\n",
      "CUL2       cullin 2\n",
      "CUL1       cullin 1\n",
      "AMFR       autocrine motility factor receptor, E3 ubiquitin protein ligase\n",
      "TICRR      TOPBP1-interacting checkpoint and replication regulator\n",
      "KLF11      Kruppel-like factor 11\n",
      "BIN1       bridging integrator 1\n",
      "FKBP6      FK506 binding protein 6\n",
      "MED30      mediator complex subunit 30\n",
      "RNF14      ring finger protein 14\n",
      "KLHL1      kelch like family member 1\n",
      "ANK3       ankyrin 3, node of Ranvier (ankyrin G)\n",
      "OFD1       oral-facial-digital syndrome 1\n",
      "C6orf89    chromosome 6 open reading frame 89\n",
      "PRSS12     protease, serine 12\n",
      "PPM1D      protein phosphatase, Mg2+/Mn2+ dependent 1D\n",
      "USP28      ubiquitin specific peptidase 28\n",
      "KNSTRN     kinetochore-localized astrin/SPAG5 binding protein\n",
      "RANBP3     RAN binding protein 3\n",
      "HIPK1      homeodomain interacting protein kinase 1\n",
      "PKP4       plakophilin 4\n",
      "ANXA11     annexin A11\n",
      "APAF1      apoptotic peptidase activating factor 1\n",
      "MMP23B     matrix metallopeptidase 23B\n",
      "APBB1      amyloid beta precursor protein binding family B member 1\n",
      "APBB2      amyloid beta precursor protein binding family B member 2\n",
      "APC        adenomatous polyposis coli\n",
      "APEH       acylaminoacyl-peptide hydrolase\n",
      "APEX1      APEX nuclease (multifunctional DNA repair enzyme) 1\n",
      "BIRC2      baculoviral IAP repeat containing 2\n",
      "GAS7       growth arrest specific 7\n",
      "XIAP       X-linked inhibitor of apoptosis\n",
      "BIRC5      baculoviral IAP repeat containing 5\n",
      "TRIM71     tripartite motif containing 71, E3 ubiquitin protein ligase\n",
      "CAMK1      calcium/calmodulin-dependent protein kinase I\n",
      "LNX1       ligand of numb-protein X 1, E3 ubiquitin protein ligase\n",
      "BARX2      BARX homeobox 2\n",
      "USP37      ubiquitin specific peptidase 37\n",
      "FANCM      Fanconi anemia complementation group M\n",
      "KLK3       kallikrein related peptidase 3\n",
      "FCN3       ficolin 3\n",
      "FASLG      Fas ligand\n",
      "MAPKAPK5   mitogen-activated protein kinase-activated protein kinase 5\n",
      "CDC14B     cell division cycle 14B\n",
      "RCE1       Ras converting CAAX endopeptidase 1\n",
      "TRAF4      TNF receptor associated factor 4\n",
      "CDK10      cyclin-dependent kinase 10\n",
      "GADD45GIP1 GADD45G interacting protein 1\n",
      "THOC5      THO complex 5\n",
      "TRIM23     tripartite motif containing 23\n",
      "MADD       MAP kinase activating death domain\n",
      "ARF6       ADP ribosylation factor 6\n",
      "SPC24      SPC24, NDC80 kinetochore complex component\n",
      "RHOA       ras homolog family member A\n",
      "RHOB       ras homolog family member B\n",
      "RHOC       ras homolog family member C\n",
      "KLHL18     kelch like family member 18\n",
      "PPP2R5C    protein phosphatase 2 regulatory subunit B', gamma\n",
      "ARL2       ADP ribosylation factor like GTPase 2\n",
      "ARL3       ADP ribosylation factor like GTPase 3\n",
      "ARNTL      aryl hydrocarbon receptor nuclear translocator like\n",
      "CCDC124    coiled-coil domain containing 124\n",
      "MMEL1      membrane metallo-endopeptidase-like 1\n",
      "CNOT6L     CCR4-NOT transcription complex subunit 6-like\n",
      "GAS2L2     growth arrest specific 2 like 2\n",
      "PHOSPHO2-KLHL23 PHOSPHO2-KLHL23 readthrough\n",
      "HAUS1      HAUS augmin like complex subunit 1\n",
      "CDC26      cell division cycle 26\n",
      "CDK13      cyclin-dependent kinase 13\n",
      "TP63       tumor protein p63\n",
      "PDXP       pyridoxal phosphatase\n",
      "PHACTR4    phosphatase and actin regulator 4\n",
      "ASPH       aspartate beta-hydroxylase\n",
      "BRINP2     bone morphogenetic protein/retinoic acid inducible neural-specific 2\n",
      "LAMTOR3    late endosomal/lysosomal adaptor, MAPK and MTOR activator 3\n",
      "POLD4      polymerase (DNA-directed), delta 4, accessory subunit\n",
      "CCAR2      cell cycle and apoptosis regulator 2\n",
      "ZFHX3      zinc finger homeobox 3\n",
      "TUBB3      tubulin beta 3 class III\n",
      "TNKS       tankyrase, TRF1-interacting ankyrin-related ADP-ribose polymerase\n",
      "ATM        ATM serine/threonine kinase\n",
      "CCNB1IP1   cyclin B1 interacting protein 1, E3 ubiquitin protein ligase\n",
      "RBM24      RNA binding motif protein 24\n",
      "BECN1      beclin 1, autophagy related\n",
      "PEA15      phosphoprotein enriched in astrocytes 15\n",
      "ATP2B4     ATPase plasma membrane Ca2+ transporting 4\n",
      "BOLL       boule homolog, RNA binding protein\n",
      "RNF182     ring finger protein 182\n",
      "CDC23      cell division cycle 23\n",
      "CAPN12     calpain 12\n",
      "ATG4A      autophagy related 4A, cysteine peptidase\n",
      "OMA1       OMA1 zinc metallopeptidase\n",
      "UBR1       ubiquitin protein ligase E3 component n-recognin 1\n",
      "TUBB4B     tubulin beta 4B class IVb\n",
      "TRADD      TNFRSF1A-associated via death domain\n",
      "MBTPS1     membrane bound transcription factor peptidase, site 1\n",
      "TPRA1      transmembrane protein adipocyte associated 1\n",
      "CTSF       cathepsin F\n",
      "ADAM19     ADAM metallopeptidase domain 19\n",
      "GBF1       golgi brefeldin A resistant guanine nucleotide exchange factor 1\n",
      "RIPK1      receptor interacting serine/threonine kinase 1\n",
      "ATRX       alpha thalassemia/mental retardation syndrome X-linked\n",
      "TNFSF14    tumor necrosis factor superfamily member 14\n",
      "TNFSF10    tumor necrosis factor superfamily member 10\n",
      "HDAC8      histone deacetylase 8\n",
      "ADAM23     ADAM metallopeptidase domain 23\n",
      "ADAM21     ADAM metallopeptidase domain 21\n",
      "ADAM20     ADAM metallopeptidase domain 20\n",
      "ADAM18     ADAM metallopeptidase domain 18\n",
      "ADAM15     ADAM metallopeptidase domain 15\n",
      "ADAM9      ADAM metallopeptidase domain 9\n",
      "ADAM7      ADAM metallopeptidase domain 7\n",
      "AZU1       azurocidin 1\n",
      "TCEB1      transcription elongation factor B (SIII), polypeptide 1 (15kDa, elongin C)\n",
      "STAC3      SH3 and cysteine rich domain 3\n",
      "BACH1      BTB and CNC homology 1, basic leucine zipper transcription factor 1\n",
      "BAD        BCL2 associated agonist of cell death\n",
      "RAB11A     RAB11A, member RAS oncogene family\n",
      "MEIOB      meiosis specific with OB domains\n",
      "BAK1       BCL2-antagonist/killer 1\n",
      "BARD1      BRCA1 associated RING domain 1\n",
      "BAX        BCL2-associated X protein\n",
      "BBS4       Bardet-Biedl syndrome 4\n",
      "BCAT1      branched chain amino-acid transaminase 1, cytosolic\n",
      "RAB35      RAB35, member RAS oncogene family\n",
      "SNAI2      snail family zinc finger 2\n",
      "CCND1      cyclin D1\n",
      "BCL2       B-cell CLL/lymphoma 2\n",
      "NCAPD3     non-SMC condensin II complex subunit D3\n",
      "BCL2L1     BCL2 like 1\n",
      "BCL3       B-cell CLL/lymphoma 3\n",
      "TNFRSF10B  tumor necrosis factor receptor superfamily member 10b\n",
      "TNFRSF10A  tumor necrosis factor receptor superfamily member 10a\n",
      "BCL9       B-cell CLL/lymphoma 9\n",
      "ZNRF4      zinc and ring finger 4\n",
      "TRIM24     tripartite motif containing 24\n",
      "CCNK       cyclin K\n",
      "CDKL1      cyclin dependent kinase like 1\n",
      "BANF1      barrier to autointegration factor 1\n",
      "BIRC6      baculoviral IAP repeat containing 6\n",
      "CFB        complement factor B\n",
      "BGLAP      bone gamma-carboxyglutamate (gla) protein\n",
      "BID        BH3 interacting domain death agonist\n",
      "BLM        Bloom syndrome RecQ like helicase\n",
      "BLMH       bleomycin hydrolase\n",
      "CXCR5      chemokine (C-X-C motif) receptor 5\n",
      "CFLAR      CASP8 and FADD like apoptosis regulator\n",
      "CEP41      centrosomal protein 41kDa\n",
      "BMP1       bone morphogenetic protein 1\n",
      "BMP2       bone morphogenetic protein 2\n",
      "BMP4       bone morphogenetic protein 4\n",
      "KLHL30     kelch like family member 30\n",
      "BMP7       bone morphogenetic protein 7\n",
      "KAT2B      lysine acetyltransferase 2B\n",
      "CDK5R1     cyclin-dependent kinase 5, regulatory subunit 1 (p35)\n",
      "PIWIL2     piwi-like RNA-mediated gene silencing 2\n",
      "PROZ       protein Z, vitamin K-dependent plasma glycoprotein\n",
      "DST        dystonin\n",
      "PRSS44     protease, serine 44\n",
      "BRCA1      breast cancer 1\n",
      "BRCA2      breast cancer 2\n",
      "BRDT       bromodomain, testis-specific\n",
      "IPO13      importin 13\n",
      "CDC123     cell division cycle 123\n",
      "BTC        betacellulin\n",
      "CDC16      cell division cycle 16\n",
      "ZPR1       ZPR1 zinc finger\n",
      "NAE1       NEDD8 activating enzyme E1 subunit 1\n",
      "ANGEL2     angel homolog 2 (Drosophila)\n",
      "BUB1       BUB1 mitotic checkpoint serine/threonine kinase\n",
      "BUB1B      BUB1 mitotic checkpoint serine/threonine kinase B\n",
      "RNF8       ring finger protein 8, E3 ubiquitin protein ligase\n",
      "CCNA1      cyclin A1\n",
      "C1QA       complement component 1, q subcomponent, A chain\n",
      "C1QB       complement component 1, q subcomponent, B chain\n",
      "C1QC       complement component 1, q subcomponent, C chain\n",
      "C1R        complement component 1, r subcomponent\n",
      "C1S        complement component 1, s subcomponent\n",
      "C2         complement component 2\n",
      "C3         complement component 3\n",
      "C4A        complement component 4A (Rodgers blood group)\n",
      "C4B        complement component 4B (Chido blood group)\n",
      "TIMELESS   timeless circadian clock\n",
      "CCDC155    coiled-coil domain containing 155\n",
      "HERC3      HECT and RLD domain containing E3 ubiquitin protein ligase 3\n",
      "CAPN5      calpain 5\n",
      "PAPD7      PAP associated domain containing 7\n",
      "HERC2      HECT and RLD domain containing E3 ubiquitin protein ligase 2\n",
      "HERC1      HECT and RLD domain containing E3 ubiquitin protein ligase family member 1\n",
      "OSGIN2     oxidative stress induced growth inhibitor family member 2\n",
      "PHOX2B     paired like homeobox 2b\n",
      "UHRF2      ubiquitin-like with PHD and ring finger domains 2, E3 ubiquitin protein ligase\n",
      "TMPRSS7    transmembrane protease, serine 7\n",
      "CDK5R2     cyclin-dependent kinase 5, regulatory subunit 2 (p39)\n",
      "BTRC       beta-transducin repeat containing E3 ubiquitin protein ligase\n",
      "PTTG1IP    pituitary tumor-transforming 1 interacting protein\n",
      "NSMCE1     NSE1 homolog, SMC5-SMC6 complex component\n",
      "SENP5      SUMO1/sentrin specific peptidase 5\n",
      "HIST1H3F   histone cluster 1, H3f\n",
      "USP13      ubiquitin specific peptidase 13 (isopeptidase T-3)\n",
      "WASL       Wiskott-Aldrich syndrome-like\n",
      "NUDT16     nudix hydrolase 16\n",
      "CALM1      calmodulin 1 (phosphorylase kinase, delta)\n",
      "CALM2      calmodulin 2 (phosphorylase kinase, delta)\n",
      "CDKL2      cyclin dependent kinase like 2\n",
      "CALM3      calmodulin 3 (phosphorylase kinase, delta)\n",
      "CALR       calreticulin\n",
      "CAMK2A     calcium/calmodulin-dependent protein kinase II alpha\n",
      "TMPRSS6    transmembrane protease, serine 6\n",
      "CAMK2D     calcium/calmodulin-dependent protein kinase II delta\n",
      "CAMK2G     calcium/calmodulin-dependent protein kinase II gamma\n",
      "CECR2      cat eye syndrome chromosome region, candidate 2\n",
      "CAPN1      calpain 1\n",
      "CAPN2      calpain 2\n",
      "CAPN3      calpain 3\n",
      "CAPNS1     calpain small subunit 1\n",
      "CAPN6      calpain 6\n",
      "CAST       calpastatin\n",
      "BRSK2      BR serine/threonine kinase 2\n",
      "CROCC      ciliary rootlet coiled-coil, rootletin\n",
      "CASP1      caspase 1\n",
      "CASP2      caspase 2\n",
      "CASP3      caspase 3\n",
      "CASP6      caspase 6\n",
      "CASP7      caspase 7\n",
      "CASP8      caspase 8\n",
      "CASP9      caspase 9\n",
      "CASP10     caspase 10\n",
      "WBP2NL     WBP2 N-terminal like\n",
      "CTRL       chymotrypsin-like\n",
      "CTDSP1     CTD small phosphatase 1\n",
      "UBA3       ubiquitin like modifier activating enzyme 3\n",
      "UBE2M      ubiquitin conjugating enzyme E2M\n",
      "SYCE1L     synaptonemal complex central element protein 1-like\n",
      "GPS1       G protein pathway suppressor 1\n",
      "CTSB       cathepsin B\n",
      "CAV2       caveolin 2\n",
      "CAV3       caveolin 3\n",
      "HAUS5      HAUS augmin like complex subunit 5\n",
      "CTSD       cathepsin D\n",
      "RUNX3      runt related transcription factor 3\n",
      "CBL        Cbl proto-oncogene, E3 ubiquitin protein ligase\n",
      "CBLB       Cbl proto-oncogene B, E3 ubiquitin protein ligase\n",
      "CEP57      centrosomal protein 57kDa\n",
      "PCSK4      proprotein convertase subtilisin/kexin type 4\n",
      "CCK        cholecystokinin\n",
      "CCNA2      cyclin A2\n",
      "CCNB1      cyclin B1\n",
      "CCNC       cyclin C\n",
      "CCND2      cyclin D2\n",
      "PKMYT1     protein kinase, membrane associated tyrosine/threonine 1\n",
      "CCNE1      cyclin E1\n",
      "CCNF       cyclin F\n",
      "SART1      squamous cell carcinoma antigen recognized by T-cells 1\n",
      "CCNG2      cyclin G2\n",
      "CCNH       cyclin H\n",
      "CCNT1      cyclin T1\n",
      "USP14      ubiquitin specific peptidase 14 (tRNA-guanine transglycosylase)\n",
      "USP6       ubiquitin specific peptidase 6\n",
      "USP2       ubiquitin specific peptidase 2\n",
      "USP10      ubiquitin specific peptidase 10\n",
      "USP8       ubiquitin specific peptidase 8\n",
      "KLHL32     kelch like family member 32\n",
      "LATS1      large tumor suppressor kinase 1\n",
      "KIAA0753   KIAA0753\n",
      "MS4A3      membrane spanning 4-domains A3\n",
      "RQCD1      RCD1 required for cell differentiation1 homolog (S. pombe)\n",
      "SMC3       structural maintenance of chromosomes 3\n",
      "AIFM1      apoptosis inducing factor, mitochondria associated 1\n",
      "CD28       CD28 molecule\n",
      "CCNB2      cyclin B2\n",
      "CCNE2      cyclin E2\n",
      "ESX1       ESX homeobox 1\n",
      "NEURL1     neuralized E3 ubiquitin protein ligase 1\n",
      "CTDP1      CTD phosphatase subunit 1\n",
      "CD44       CD44 molecule (Indian blood group)\n",
      "CD53       CD53 molecule\n",
      "EXO1       exonuclease 1\n",
      "PCSK7      proprotein convertase subtilisin/kexin type 7\n",
      "CD74       CD74 molecule\n",
      "PLPP7      phospholipid phosphatase 7 (inactive)\n",
      "CDK1       cyclin-dependent kinase 1\n",
      "CDK11B     cyclin-dependent kinase 11B\n",
      "CDC5L      cell division cycle 5 like\n",
      "SEPT7      septin 7\n",
      "CDC6       cell division cycle 6\n",
      "ZW10       zw10 kinetochore protein\n",
      "BUB3       BUB3 mitotic checkpoint protein\n",
      "CDC25A     cell division cycle 25A\n",
      "CDC25B     cell division cycle 25B\n",
      "CDC25C     cell division cycle 25C\n",
      "CDC27      cell division cycle 27\n",
      "CDC34      cell division cycle 34\n",
      "CDC42      cell division cycle 42\n",
      "CDH13      cadherin 13\n",
      "CDK2       cyclin-dependent kinase 2\n",
      "CDK3       cyclin-dependent kinase 3\n",
      "CDK4       cyclin-dependent kinase 4\n",
      "AURKB      aurora kinase B\n",
      "CDK6       cyclin-dependent kinase 6\n",
      "CDK7       cyclin-dependent kinase 7\n",
      "PHF13      PHD finger protein 13\n",
      "CDK8       cyclin-dependent kinase 8\n",
      "ALKBH4     alkB homolog 4, lysine demethylase\n",
      "CDKN1A     cyclin-dependent kinase inhibitor 1A (p21, Cip1)\n",
      "CDKN1B     cyclin-dependent kinase inhibitor 1B (p27, Kip1)\n",
      "CDKN1C     cyclin-dependent kinase inhibitor 1C (p57, Kip2)\n",
      "CDKN2A     cyclin-dependent kinase inhibitor 2A\n",
      "CDKN2B     cyclin-dependent kinase inhibitor 2B (p15, inhibits CDK4)\n",
      "CDKN2C     cyclin-dependent kinase inhibitor 2C (p18, inhibits CDK4)\n",
      "CDKN2D     cyclin-dependent kinase inhibitor 2D (p19, inhibits CDK4)\n",
      "CDKN3      cyclin-dependent kinase inhibitor 3\n",
      "TMEM67     transmembrane protein 67\n",
      "PTTG1      pituitary tumor-transforming 1\n",
      "CCPG1      cell cycle progression 1\n",
      "CDX2       caudal type homeobox 2\n",
      "TBRG4      transforming growth factor beta regulator 4\n",
      "CEACAM5    carcinoembryonic antigen related cell adhesion molecule 5\n",
      "CEBPA      CCAAT/enhancer binding protein alpha\n",
      "STARD9     StAR related lipid transfer domain containing 9\n",
      "UBE2L6     ubiquitin conjugating enzyme E2L 6\n",
      "HECW2      HECT, C2 and WW domain containing E3 ubiquitin protein ligase 2\n",
      "CENPA      centromere protein A\n",
      "CENPC      centromere protein C\n",
      "HMGN5      high mobility group nucleosome binding domain 5\n",
      "CENPE      centromere protein E\n",
      "CENPF      centromere protein F\n",
      "CYP1A1     cytochrome P450 family 1 subfamily A member 1\n",
      "CETN1      centrin 1\n",
      "CETN2      centrin 2\n",
      "CETN3      centrin 3\n",
      "CTSC       cathepsin C\n",
      "PIWIL1     piwi-like RNA-mediated gene silencing 1\n",
      "FBXL21     F-box and leucine-rich repeat protein 21 (gene/pseudogene)\n",
      "RCC1       regulator of chromosome condensation 1\n",
      "CHD3       chromodomain helicase DNA binding protein 3\n",
      "CHD4       chromodomain helicase DNA binding protein 4\n",
      "PGAP2      post-GPI attachment to proteins 2\n",
      "CHEK1      checkpoint kinase 1\n",
      "FOXN3      forkhead box N3\n",
      "NCAPH      non-SMC condensin I complex subunit H\n",
      "MMP20      matrix metallopeptidase 20\n",
      "MAD1L1     MAD1 mitotic arrest deficient-like 1 (yeast)\n",
      "UBE2U      ubiquitin conjugating enzyme E2U (putative)\n",
      "TRIP13     thyroid hormone receptor interactor 13\n",
      "TRIP12     thyroid hormone receptor interactor 12\n",
      "TERT       telomerase reverse transcriptase\n",
      "RHOU       ras homolog family member U\n",
      "NLRC4      NLR family, CARD domain containing 4\n",
      "CNOT8      CCR4-NOT transcription complex subunit 8\n",
      "RPRD1B     regulation of nuclear pre-mRNA domain containing 1B\n",
      "OVOL2      ovo like zinc finger 2\n",
      "TAOK2      TAO kinase 2\n",
      "CFD        complement factor D (adipsin)\n",
      "BOD1       biorientation of chromosomes in cell division 1\n",
      "ERCC8      excision repair cross-complementation group 8\n",
      "UBE4A      ubiquitination factor E4A\n",
      "CKS1B      CDC28 protein kinase regulatory subunit 1B\n",
      "CKS2       CDC28 protein kinase regulatory subunit 2\n",
      "LONP1      lon peptidase 1, mitochondrial\n",
      "H1FOO      H1 histone family member O, oocyte specific\n",
      "SLC9A3R1   SLC9A3 regulator 1\n",
      "CLC        Charcot-Leyden crystal galectin\n",
      "CLCA1      chloride channel accessory 1\n",
      "WIZ        widely interspaced zinc finger motifs\n",
      "RRAGD      Ras-related GTP binding D\n",
      "CLIC1      chloride intracellular channel 1\n",
      "TPP1       tripeptidyl peptidase I\n",
      "SUN2       Sad1 and UNC84 domain containing 2\n",
      "SIRT1      sirtuin 1\n",
      "RECQL5     RecQ like helicase 5\n",
      "RAD54B     RAD54 homolog B (S. cerevisiae)\n",
      "CLTC       clathrin heavy chain\n",
      "TMPRSS11D  transmembrane protease, serine 11D\n",
      "FBXO7      F-box protein 7\n",
      "MED21      mediator complex subunit 21\n",
      "GCA        grancalcin\n",
      "RHBDD3     rhomboid domain containing 3\n",
      "ECEL1      endothelin converting enzyme-like 1\n",
      "POLN       polymerase (DNA directed) nu\n",
      "KLK5       kallikrein related peptidase 5\n",
      "TAOK1      TAO kinase 1\n",
      "ARIH1      ariadne RBR E3 ubiquitin protein ligase 1\n",
      "ZWINT      ZW10 interacting kinetochore protein\n",
      "TPSG1      tryptase gamma 1\n",
      "MED17      mediator complex subunit 17\n",
      "BACE2      beta-site APP-cleaving enzyme 2\n",
      "MED27      mediator complex subunit 27\n",
      "MED7       mediator complex subunit 7\n",
      "HECTD1     HECT domain containing E3 ubiquitin protein ligase 1\n",
      "EIF2AK3    eukaryotic translation initiation factor 2 alpha kinase 3\n",
      "NIPBL      Nipped-B homolog (Drosophila)\n",
      "PLK3       polo like kinase 3\n",
      "HOMER1     homer scaffolding protein 1\n",
      "ANAPC13    anaphase promoting complex subunit 13\n",
      "TEX40      testis expressed 40\n",
      "ROCK2      Rho associated coiled-coil containing protein kinase 2\n",
      "NAPSA      napsin A aspartic peptidase\n",
      "MED20      mediator complex subunit 20\n",
      "USP49      ubiquitin specific peptidase 49\n",
      "LOC400927-CSNK1E LOC400927-CSNK1E readthrough\n",
      "MMP25      matrix metallopeptidase 25\n",
      "FADD       Fas associated via death domain\n",
      "PSMF1      proteasome inhibitor subunit 1\n",
      "KIF23      kinesin family member 23\n",
      "RNF166     ring finger protein 166\n",
      "ATP23      ATP23 metallopeptidase and ATP synthase assembly factor homolog (S. cerevisiae)\n",
      "ADAMTS4    ADAM metallopeptidase with thrombospondin type 1 motif 4\n",
      "ADAMTS3    ADAM metallopeptidase with thrombospondin type 1 motif 3\n",
      "TGFBR1     transforming growth factor beta receptor I\n",
      "ADAMTS1    ADAM metallopeptidase with thrombospondin type 1 motif 1\n",
      "PMPCB      peptidase (mitochondrial processing) beta\n",
      "RNF19A     ring finger protein 19A, RBR E3 ubiquitin protein ligase\n",
      "RCHY1      ring finger and CHY zinc finger domain containing 1\n",
      "GDF15      growth differentiation factor 15\n",
      "CNOT10     CCR4-NOT transcription complex subunit 10\n",
      "EEF1E1     eukaryotic translation elongation factor 1 epsilon 1\n",
      "ANAPC15    anaphase promoting complex subunit 15\n",
      "VPS4B      vacuolar protein sorting 4 homolog B (S. cerevisiae)\n",
      "ZBTB49     zinc finger and BTB domain containing 49\n",
      "TMEM59     transmembrane protein 59\n",
      "TARDBP     TAR DNA binding protein\n",
      "NOX4       NADPH oxidase 4\n",
      "SYCP3      synaptonemal complex protein 3\n",
      "NSL1       NSL1, MIS12 kinetochore complex component\n",
      "H2AFY      H2A histone family member Y\n",
      "SIN3A      SIN3 transcription regulator family member A\n",
      "ZNF385A    zinc finger protein 385A\n",
      "EPGN       epithelial mitogen\n",
      "CPS1       carbamoyl-phosphate synthase 1\n",
      "PTPN3      protein tyrosine phosphatase, non-receptor type 3\n",
      "FBXO45     F-box protein 45\n",
      "CLOCK      clock circadian regulator\n",
      "CELA2A     chymotrypsin like elastase family member 2A\n",
      "ATF2       activating transcription factor 2\n",
      "CREBBP     CREB binding protein\n",
      "PREPL      prolyl endopeptidase-like\n",
      "KIF20B     kinesin family member 20B\n",
      "SH2B1      SH2B adaptor protein 1\n",
      "MAD2L1BP   MAD2L1 binding protein\n",
      "WTAP       Wilms tumor 1 associated protein\n",
      "EGFL6      EGF like domain multiple 6\n",
      "CHMP2B     charged multivesicular body protein 2B\n",
      "CRY1       cryptochrome circadian clock 1\n",
      "HINFP      histone H4 transcription factor\n",
      "ULK3       unc-51 like kinase 3\n",
      "NCOR1      nuclear receptor corepressor 1\n",
      "DACH1      dachshund family transcription factor 1\n",
      "RNF7       ring finger protein 7\n",
      "RNF167     ring finger protein 167\n",
      "CTCFL      CCCTC-binding factor like\n",
      "TRIM69     tripartite motif containing 69\n",
      "C2CD3      C2 calcium-dependent domain containing 3\n",
      "KLK4       kallikrein related peptidase 4\n",
      "MAPK14     mitogen-activated protein kinase 14\n",
      "CSE1L      CSE1 chromosome segregation 1-like (yeast)\n",
      "L3MBTL1    l(3)mbt-like 1 (Drosophila)\n",
      "NUP155     nucleoporin 155kDa\n",
      "FAM32A     family with sequence similarity 32 member A\n",
      "CLCA2      chloride channel accessory 2\n",
      "ARHGEF10   Rho guanine nucleotide exchange factor 10\n",
      "KLHDC3     kelch domain containing 3\n",
      "CSNK1A1    casein kinase 1 alpha 1\n",
      "CSNK1D     casein kinase 1 delta\n",
      "CSNK1E     casein kinase 1 epsilon\n",
      "CSNK2A1    casein kinase 2, alpha 1 polypeptide\n",
      "CSNK2A2    casein kinase 2 alpha 2\n",
      "MDC1       mediator of DNA damage checkpoint 1\n",
      "LTN1       listerin E3 ubiquitin protein ligase 1\n",
      "CUZD1      CUB and zona pellucida like domains 1\n",
      "KIAA0430   KIAA0430\n",
      "DZIP3      DAZ interacting zinc finger protein 3\n",
      "UBE2F      ubiquitin conjugating enzyme E2F (putative)\n",
      "CNEP1R1    CTD nuclear envelope phosphatase 1 regulatory subunit 1\n",
      "SENP6      SUMO1/sentrin specific peptidase 6\n",
      "ANKRD17    ankyrin repeat domain 17\n",
      "NKX2-5     NK2 homeobox 5\n",
      "APPL1      adaptor protein, phosphotyrosine interaction, PH domain and leucine zipper containing 1\n",
      "CTBP1      C-terminal binding protein 1\n",
      "CTGF       connective tissue growth factor\n",
      "ZNF830     zinc finger protein 830\n",
      "SLFN11     schlafen family member 11\n",
      "NUP93      nucleoporin 93kDa\n",
      "UBE3C      ubiquitin protein ligase E3C\n",
      "CTNNB1     catenin beta 1\n",
      "ADAMTS14   ADAM metallopeptidase with thrombospondin type 1 motif 14\n",
      "CTRB1      chymotrypsinogen B1\n",
      "PUM1       pumilio RNA binding family member 1\n",
      "ESPL1      extra spindle pole bodies like 1, separase\n",
      "KLK13      kallikrein related peptidase 13\n",
      "CTSE       cathepsin E\n",
      "CTSG       cathepsin G\n",
      "CTSH       cathepsin H\n",
      "CTSK       cathepsin K\n",
      "CTSL       cathepsin L\n",
      "CTSV       cathepsin V\n",
      "DAZL       deleted in azoospermia like\n",
      "CTSO       cathepsin O\n",
      "CTSS       cathepsin S\n",
      "CTSW       cathepsin W\n",
      "CTSZ       cathepsin Z\n",
      "SEPT12     septin 12\n",
      "ECE2       endothelin converting enzyme 2\n",
      "ADAMTSL2   ADAMTS like 2\n",
      "BIRC7      baculoviral IAP repeat containing 7\n",
      "UTP14C     UTP14, U3 small nucleolar ribonucleoprotein, homolog C (yeast)\n",
      "TDRD12     tudor domain containing 12\n",
      "RAB11FIP3  RAB11 family interacting protein 3 (class II)\n",
      "RNF144B    ring finger protein 144B\n",
      "CYLD       CYLD lysine 63 deubiquitinase\n",
      "CDCA3      cell division cycle associated 3\n",
      "WSB1       WD repeat and SOCS box containing 1\n",
      "KNTC1      kinetochore associated 1\n",
      "USP34      ubiquitin specific peptidase 34\n",
      "CCP110     centriolar coiled-coil protein 110kDa\n",
      "PAGR1      PAXIP1 associated glutamate-rich protein 1\n",
      "NLRP12     NLR family, pyrin domain containing 12\n",
      "ZFP42      ZFP42 zinc finger protein\n",
      "FAM65B     family with sequence similarity 65 member B\n",
      "PSME2      proteasome activator subunit 2\n",
      "HDAC4      histone deacetylase 4\n",
      "MOV10L1    Mov10 RISC complex RNA helicase like 1\n",
      "CENPL      centromere protein L\n",
      "KIAA0101   KIAA0101\n",
      "RASSF2     Ras association domain family member 2\n",
      "MCIDAS     multiciliate differentiation and DNA synthesis associated cell cycle protein\n",
      "LONRF1     LON peptidase N-terminal domain and ring finger 1\n",
      "RC3H1      ring finger and CCCH-type domains 1\n",
      "LIN54      lin-54 DREAM MuvB core complex component\n",
      "RNF144A    ring finger protein 144A\n",
      "NEDD1      neural precursor cell expressed, developmentally down-regulated 1\n",
      "SENP3      SUMO1/sentrin/SMT3 specific peptidase 3\n",
      "TLL1       tolloid like 1\n",
      "CYP27B1    cytochrome P450 family 27 subfamily B member 1\n",
      "DLGAP5     discs large homolog associated protein 5\n",
      "CKAP5      cytoskeleton associated protein 5\n",
      "MAML1      mastermind like transcriptional coactivator 1\n",
      "IST1       increased sodium tolerance 1 homolog (yeast)\n",
      "DAP        death-associated protein\n",
      "DAPK3      death-associated protein kinase 3\n",
      "FBXW2      F-box and WD repeat domain containing 2\n",
      "DAXX       death-domain associated protein\n",
      "RNF40      ring finger protein 40, E3 ubiquitin protein ligase\n",
      "BRINP1     bone morphogenetic protein/retinoic acid inducible neural-specific 1\n",
      "SFI1       SFI1 centrin binding protein\n",
      "KEAP1      kelch like ECH associated protein 1\n",
      "NUP58      nucleoporin 58kDa\n",
      "CUL7       cullin 7\n",
      "RB1CC1     RB1 inducible coiled-coil 1\n",
      "ARHGEF11   Rho guanine nucleotide exchange factor 11\n",
      "ACE        angiotensin I converting enzyme\n",
      "LIN52      lin-52 DREAM MuvB core complex component\n",
      "DCTN1      dynactin subunit 1\n",
      "MELK       maternal embryonic leucine zipper kinase\n",
      "DDB1       damage specific DNA binding protein 1\n",
      "DDB2       damage specific DNA binding protein 2\n",
      "GINS1      GINS complex subunit 1 (Psf1 homolog)\n",
      "GADD45A    growth arrest and DNA damage inducible alpha\n",
      "FBXL3      F-box and leucine-rich repeat protein 3\n",
      "DDIT3      DNA damage inducible transcript 3\n",
      "PHGDH      phosphoglycerate dehydrogenase\n",
      "TMPRSS11B  transmembrane protease, serine 11B\n",
      "DDX3X      DEAD-box helicase 3, X-linked\n",
      "DDX5       DEAD-box helicase 5\n",
      "CABLES1    Cdk5 and Abl enzyme substrate 1\n",
      "FBXL6      F-box and leucine-rich repeat protein 6\n",
      "FBXL5      F-box and leucine-rich repeat protein 5\n",
      "FBXL4      F-box and leucine-rich repeat protein 4\n",
      "NEK9       NIMA related kinase 9\n",
      "DDX11      DEAD/H-box helicase 11\n",
      "CDCA2      cell division cycle associated 2\n",
      "PSMD6      proteasome 26S subunit, non-ATPase 6\n",
      "MED24      mediator complex subunit 24\n",
      "MAGI2      membrane associated guanylate kinase, WW and PDZ domain containing 2\n",
      "KLHL3      kelch like family member 3\n",
      "PJA2       praja ring finger ubiquitin ligase 2\n",
      "KLK8       kallikrein related peptidase 8\n",
      "AREL1      apoptosis resistant E3 ubiquitin protein ligase 1\n",
      "SLC26A8    solute carrier family 26 member 8\n",
      "TLK1       tousled like kinase 1\n",
      "FBXW8      F-box and WD repeat domain containing 8\n",
      "FBXO25     F-box protein 25\n",
      "FBXO24     F-box protein 24\n",
      "TOX4       TOX high mobility group box family member 4\n",
      "FBXO22     F-box protein 22\n",
      "FBXO10     F-box protein 10\n",
      "FBXO9      F-box protein 9\n",
      "FBXO6      F-box protein 6\n",
      "FBXO5      F-box protein 5\n",
      "FBXO4      F-box protein 4\n",
      "FBXO3      F-box protein 3\n",
      "PARD6A     par-6 family cell polarity regulator alpha\n",
      "KIAA0196   KIAA0196\n",
      "RNF141     ring finger protein 141\n",
      "ANKRD2     ankyrin repeat domain 2\n",
      "DHCR24     24-dehydrocholesterol reductase\n",
      "DHFR       dihydrofolate reductase\n",
      "MYEF2      myelin expression factor 2\n",
      "NCAPD2     non-SMC condensin I complex subunit D2\n",
      "KBTBD11    kelch repeat and BTB domain containing 11\n",
      "RAE1       ribonucleic acid export 1\n",
      "DIAPH2     diaphanous related formin 2\n",
      "KIF4B      kinesin family member 4B\n",
      "KIF14      kinesin family member 14\n",
      "DLG1       discs large homolog 1\n",
      "FBXO2      F-box protein 2\n",
      "DMPK       dystrophia myotonica protein kinase\n",
      "DMRT1      doublesex and mab-3 related transcription factor 1\n",
      "DNA2       DNA replication helicase/nuclease 2\n",
      "USP15      ubiquitin specific peptidase 15\n",
      "USP3       ubiquitin specific peptidase 3\n",
      "AVPI1      arginine vasopressin induced 1\n",
      "TNFSF15    tumor necrosis factor superfamily member 15\n",
      "RHNO1      RAD9-HUS1-RAD1 interacting nuclear orphan 1\n",
      "MED12      mediator complex subunit 12\n",
      "DYNC1H1    dynein, cytoplasmic 1, heavy chain 1\n",
      "FAM162A    family with sequence similarity 162 member A\n",
      "NUP153     nucleoporin 153kDa\n",
      "DYNC1I2    dynein, cytoplasmic 1, intermediate chain 2\n",
      "DNM2       dynamin 2\n",
      "RBX1       ring-box 1, E3 ubiquitin protein ligase\n",
      "DNMT3A     DNA (cytosine-5-)-methyltransferase 3 alpha\n",
      "FBXO32     F-box protein 32\n",
      "THOC1      THO complex 1\n",
      "REC8       REC8 meiotic recombination protein\n",
      "NRIP2      nuclear receptor interacting protein 2\n",
      "DMTF1      cyclin D binding myb like transcription factor 1\n",
      "CASP8AP2   caspase 8 associated protein 2\n",
      "DPP4       dipeptidyl peptidase 4\n",
      "ANXA1      annexin A1\n",
      "DRD2       dopamine receptor D2\n",
      "DRD3       dopamine receptor D3\n",
      "ITCH       itchy E3 ubiquitin protein ligase\n",
      "ARID3A     AT-rich interaction domain 3A\n",
      "HDAC5      histone deacetylase 5\n",
      "PDCD6IP    programmed cell death 6 interacting protein\n",
      "PDCD6      programmed cell death 6\n",
      "BCL2L10    BCL2 like 10\n",
      "BCL2L11    BCL2 like 11\n",
      "CHMP7      charged multivesicular body protein 7\n",
      "KLHL40     kelch like family member 40\n",
      "LONP2      lon peptidase 2, peroxisomal\n",
      "HERC4      HECT and RLD domain containing E3 ubiquitin protein ligase 4\n",
      "DTYMK      deoxythymidylate kinase\n",
      "DUSP1      dual specificity phosphatase 1\n",
      "CHAF1A     chromatin assembly factor 1 subunit A\n",
      "DUSP3      dual specificity phosphatase 3\n",
      "HAUS3      HAUS augmin like complex subunit 3\n",
      "PARP3      poly(ADP-ribose) polymerase family member 3\n",
      "TOM1L1     target of myb1 like 1 membrane trafficking protein\n",
      "MED31      mediator complex subunit 31\n",
      "RANBP9     RAN binding protein 9\n",
      "SMC4       structural maintenance of chromosomes 4\n",
      "TWIST1     twist family bHLH transcription factor 1\n",
      "SAE1       SUMO1 activating enzyme subunit 1\n",
      "E2F1       E2F transcription factor 1\n",
      "E2F2       E2F transcription factor 2\n",
      "E2F3       E2F transcription factor 3\n",
      "E2F4       E2F transcription factor 4\n",
      "E2F5       E2F transcription factor 5\n",
      "E2F6       E2F transcription factor 6\n",
      "E4F1       E4F transcription factor 1\n",
      "CELA2B     chymotrypsin like elastase family member 2B\n",
      "HUWE1      HECT, UBA and WWE domain containing 1, E3 ubiquitin protein ligase\n",
      "ECE1       endothelin converting enzyme 1\n",
      "FAM58A     family with sequence similarity 58 member A\n",
      "USH1C      USH1 protein network component harmonin\n",
      "RNF185     ring finger protein 185\n",
      "ECT2       epithelial cell transforming 2\n",
      "NUPR1      nuclear protein 1, transcriptional regulator\n",
      "ZNRF2      zinc and ring finger 2, E3 ubiquitin protein ligase\n",
      "GMNN       geminin, DNA replication inhibitor\n",
      "ACTR3      ARP3 actin-related protein 3 homolog (yeast)\n",
      "ACTR2      ARP2 actin-related protein 2 homolog (yeast)\n",
      "EDN1       endothelin 1\n",
      "EDN3       endothelin 3\n",
      "HEXIM2     hexamethylene bis-acetamide inducible 2\n",
      "RPS27L     ribosomal protein S27 like\n",
      "CTDSP2     CTD small phosphatase 2\n",
      "RHBDL2     rhomboid, veinlet-like 2 (Drosophila)\n",
      "KIF20A     kinesin family member 20A\n",
      "ESCO2      establishment of sister chromatid cohesion N-acetyltransferase 2\n",
      "PMF1       polyamine-modulated factor 1\n",
      "FEM1B      fem-1 homolog b (C. elegans)\n",
      "TSPAN17    tetraspanin 17\n",
      "ACE2       angiotensin I converting enzyme 2\n",
      "ACTR1A     ARP1 actin-related protein 1 homolog A, centractin alpha (yeast)\n",
      "SETDB2     SET domain bifurcated 2\n",
      "MLXIPL     MLX interacting protein-like\n",
      "LRPPRC     leucine rich pentatricopeptide repeat containing\n",
      "CNTD1      cyclin N-terminal domain containing 1\n",
      "CDKL4      cyclin dependent kinase like 4\n",
      "OPTN       optineurin\n",
      "CELA3A     chymotrypsin like elastase family member 3A\n",
      "FAM76B     family with sequence similarity 76 member B\n",
      "LATS2      large tumor suppressor kinase 2\n",
      "EGF        epidermal growth factor\n",
      "TBC1D10A   TBC1 domain family member 10A\n",
      "POM121     POM121 transmembrane nucleoporin\n",
      "EGFR       epidermal growth factor receptor\n",
      "EDA2R      ectodysplasin A2 receptor\n",
      "TRAPPC12   trafficking protein particle complex 12\n",
      "TRIM28     tripartite motif containing 28\n",
      "PRSS27     protease, serine 27\n",
      "SBDS       SBDS ribosome assembly guanine nucleotide exchange factor\n",
      "TOP2B      topoisomerase (DNA) II beta\n",
      "KCTD10     potassium channel tetramerization domain containing 10\n",
      "TRIM17     tripartite motif containing 17\n",
      "EIF4E      eukaryotic translation initiation factor 4E\n",
      "EIF4EBP1   eukaryotic translation initiation factor 4E binding protein 1\n",
      "RLIM       ring finger protein, LIM domain interacting\n",
      "BIRC3      baculoviral IAP repeat containing 3\n",
      "EIF4G2     eukaryotic translation initiation factor 4 gamma 2\n",
      "GSG2       germ cell associated 2 (haspin)\n",
      "RBM7       RNA binding motif protein 7\n",
      "CELA1      chymotrypsin like elastase family member 1\n",
      "DYNC1LI1   dynein, cytoplasmic 1, light intermediate chain 1\n",
      "ING4       inhibitor of growth family member 4\n",
      "AATF       apoptosis antagonizing transcription factor\n",
      "DGKZ       diacylglycerol kinase zeta\n",
      "RNF41      ring finger protein 41, E3 ubiquitin protein ligase\n",
      "PSME3      proteasome activator subunit 3\n",
      "EML1       echinoderm microtubule associated protein like 1\n",
      "CKAP2      cytoskeleton associated protein 2\n",
      "NUTF2      nuclear transport factor 2\n",
      "TRIM13     tripartite motif containing 13\n",
      "RASSF4     Ras association domain family member 4\n",
      "TOPORS     topoisomerase I binding, arginine/serine-rich, E3 ubiquitin protein ligase\n",
      "FLOT1      flotillin 1\n",
      "PSMD14     proteasome 26S subunit, non-ATPase 14\n",
      "ENG        endoglin\n",
      "IMMP2L     inner mitochondrial membrane peptidase subunit 2\n",
      "ROMO1      reactive oxygen species modulator 1\n",
      "CTDSPL     CTD small phosphatase like\n",
      "ENSA       endosulfine alpha\n",
      "EP300      E1A binding protein p300\n",
      "MED1       mediator complex subunit 1\n",
      "HERC5      HECT and RLD domain containing E3 ubiquitin protein ligase 5\n",
      "IPO11      importin 11\n",
      "NUSAP1     nucleolar and spindle associated protein 1\n",
      "NHLRC1     NHL repeat containing E3 ubiquitin protein ligase 1\n",
      "DUSP13     dual specificity phosphatase 13\n",
      "EPS8       epidermal growth factor receptor pathway substrate 8\n",
      "SPRY1      sprouty RTK signaling antagonist 1\n",
      "SPRY2      sprouty RTK signaling antagonist 2\n",
      "NUF2       NUF2, NDC80 kinetochore complex component\n",
      "CCDC8      coiled-coil domain containing 8\n",
      "ERCC2      excision repair cross-complementation group 2\n",
      "EREG       epiregulin\n",
      "BRIP1      BRCA1 interacting protein C-terminal helicase 1\n",
      "ERCC3      excision repair cross-complementation group 3\n",
      "ERCC4      excision repair cross-complementation group 4\n",
      "KLHL21     kelch like family member 21\n",
      "ZMPSTE24   zinc metallopeptidase STE24\n",
      "AKAP8      A-kinase anchoring protein 8\n",
      "CENPW      centromere protein W\n",
      "TMPRSS13   transmembrane protease, serine 13\n",
      "ERN1       endoplasmic reticulum to nucleus signaling 1\n",
      "STAG1      stromal antigen 1\n",
      "UBE4B      ubiquitination factor E4B\n",
      "RAD1       RAD1 checkpoint DNA exonuclease\n",
      "SHISA5     shisa family member 5\n",
      "TRAIP      TRAF interacting protein\n",
      "RNF181     ring finger protein 181\n",
      "MAEA       macrophage erythroblast attacher\n",
      "MARCH2     membrane associated ring-CH-type finger 2\n",
      "APP        amyloid beta precursor protein\n",
      "KATNB1     katanin p80 (WD repeat containing) subunit B 1\n",
      "CDKL3      cyclin dependent kinase like 3\n",
      "KLHL2      kelch like family member 2\n",
      "CCNO       cyclin O\n",
      "TFDP3      transcription factor Dp family member 3\n",
      "MECOM      MDS1 and EVI1 complex locus\n",
      "OSGEPL1    O-sialoglycoprotein endopeptidase-like 1\n",
      "C1RL       complement component 1, r subcomponent-like\n",
      "IKZF1      IKAROS family zinc finger 1\n",
      "BFAR       bifunctional apoptosis regulator\n",
      "KLHL41     kelch like family member 41\n",
      "RRAGB      Ras-related GTP binding B\n",
      "MND1       meiotic nuclear divisions 1\n",
      "EYA1       EYA transcriptional coactivator and phosphatase 1\n",
      "EZH2       enhancer of zeste 2 polycomb repressive complex 2 subunit\n",
      "F2         coagulation factor II, thrombin\n",
      "F2R        coagulation factor II thrombin receptor\n",
      "CNTROB     centrobin, centrosomal BRCA2 interacting protein\n",
      "F7         coagulation factor VII\n",
      "F9         coagulation factor IX\n",
      "F10        coagulation factor X\n",
      "F11        coagulation factor XI\n",
      "F12        coagulation factor XII\n",
      "RAB6C      RAB6C, member RAS oncogene family\n",
      "FBXO30     F-box protein 30\n",
      "NPM2       nucleophosmin/nucleoplasmin 2\n",
      "WAC        WW domain containing adaptor with coiled-coil\n",
      "PYHIN1     pyrin and HIN domain family member 1\n",
      "SYCE2      synaptonemal complex central element protein 2\n",
      "FANCA      Fanconi anemia complementation group A\n",
      "FANCD2     Fanconi anemia complementation group D2\n",
      "CITED2     Cbp/p300-interacting transactivator, with Glu/Asp rich carboxy-terminal domain, 2\n",
      "CAPN13     calpain 13\n",
      "USP44      ubiquitin specific peptidase 44\n",
      "RNF10      ring finger protein 10\n",
      "CDC14A     cell division cycle 14A\n",
      "DACT1      dishevelled-binding antagonist of beta-catenin 1\n",
      "FANCF      Fanconi anemia complementation group F\n",
      "FANCG      Fanconi anemia complementation group G\n",
      "TUBB4A     tubulin beta 4A class IVa\n",
      "FAP        fibroblast activation protein alpha\n",
      "SCGB3A1    secretoglobin family 3A member 1\n",
      "TMEM129    transmembrane protein 129\n",
      "SEPT1      septin 1\n",
      "SYCP2      synaptonemal complex protein 2\n",
      "NOD1       nucleotide binding oligomerization domain containing 1\n",
      "ANAPC10    anaphase promoting complex subunit 10\n",
      "DLC1       DLC1 Rho GTPase activating protein\n",
      "NDRG1      N-myc downstream regulated 1\n",
      "ATRIP      ATR interacting protein\n",
      "RACK1      receptor for activated C kinase 1\n",
      "MBTPS2     membrane bound transcription factor peptidase, site 2\n",
      "NDC80      NDC80 kinetochore complex component\n",
      "ZNRF3      zinc and ring finger 3\n",
      "UBR5       ubiquitin protein ligase E3 component n-recognin 5\n",
      "FCN1       ficolin 1\n",
      "FCN2       ficolin 2\n",
      "FAM175A    family with sequence similarity 175 member A\n",
      "STRADA     STE20-related kinase adaptor alpha\n",
      "SEPT14     septin 14\n",
      "PRMT5      protein arginine methyltransferase 5\n",
      "WNT16      wingless-type MMTV integration site family member 16\n",
      "ARIH2      ariadne RBR E3 ubiquitin protein ligase 2\n",
      "TUBGCP3    tubulin gamma complex associated protein 3\n",
      "FEN1       flap structure-specific endonuclease 1\n",
      "RBM14      RNA binding motif protein 14\n",
      "FER        FER tyrosine kinase\n",
      "ZER1       zyg-11 related, cell cycle regulator\n",
      "FGF8       fibroblast growth factor 8\n",
      "FGF10      fibroblast growth factor 10\n",
      "FGFR1      fibroblast growth factor receptor 1\n",
      "FGFR2      fibroblast growth factor receptor 2\n",
      "MAD2L2     MAD2 mitotic arrest deficient-like 2 (yeast)\n",
      "PRKAG2     protein kinase AMP-activated non-catalytic subunit gamma 2\n",
      "FHIT       fragile histidine triad\n",
      "FHL1       four and a half LIM domains 1\n",
      "SNX9       sorting nexin 9\n",
      "DCLRE1A    DNA cross-link repair 1A\n",
      "ZBTB18     zinc finger and BTB domain containing 18\n",
      "ANAPC5     anaphase promoting complex subunit 5\n",
      "ANAPC7     anaphase promoting complex subunit 7\n",
      "UBE2E3     ubiquitin conjugating enzyme E2E 3\n",
      "RNF138     ring finger protein 138, E3 ubiquitin protein ligase\n",
      "CREB3      cAMP responsive element binding protein 3\n",
      "ARAP1      ArfGAP with RhoGAP domain, ankyrin repeat and PH domain 1\n",
      "LCMT1      leucine carboxyl methyltransferase 1\n",
      "FOXE3      forkhead box E3\n",
      "FOXM1      forkhead box M1\n",
      "CARM1      coactivator associated arginine methyltransferase 1\n",
      "CHMP4C     charged multivesicular body protein 4C\n",
      "TRAF7      TNF receptor associated factor 7\n",
      "UBE2J1     ubiquitin conjugating enzyme E2, J1\n",
      "RHBDD1     rhomboid domain containing 1\n",
      "MYBBP1A    MYB binding protein (P160) 1a\n",
      "FLT3LG     fms related tyrosine kinase 3 ligand\n",
      "MED10      mediator complex subunit 10\n",
      "CIB1       calcium and integrin binding 1\n",
      "SLF1       SMC5-SMC6 complex localization factor 1\n",
      "KAT5       K(lysine) acetyltransferase 5\n",
      "IPO8       importin 8\n",
      "IPO7       importin 7\n",
      "C9orf114   chromosome 9 open reading frame 114\n",
      "PITRM1     pitrilysin metallopeptidase 1\n",
      "EID3       EP300 interacting inhibitor of differentiation 3\n",
      "FNTB       farnesyltransferase, CAAX box, beta\n",
      "BATF       basic leucine zipper transcription factor, ATF-like\n",
      "TRIAP1     TP53 regulated inhibitor of apoptosis 1\n",
      "DCTN2      dynactin subunit 2\n",
      "ANP32B     acidic nuclear phosphoprotein 32 family member B\n",
      "LAMTOR5    late endosomal/lysosomal adaptor, MAPK and MTOR activator 5\n",
      "SLC25A33   solute carrier family 25 member 33\n",
      "CHMP5      charged multivesicular body protein 5\n",
      "GTSE1      G2 and S-phase expressed 1\n",
      "DTL        denticleless E3 ubiquitin protein ligase homolog\n",
      "CAPNS2     calpain small subunit 2\n",
      "ANAPC11    anaphase promoting complex subunit 11\n",
      "ZC3HC1     zinc finger C3HC-type containing 1\n",
      "STXBP4     syntaxin binding protein 4\n",
      "DDI2       DNA damage inducible 1 homolog 2\n",
      "HBP1       HMG-box transcription factor 1\n",
      "PDCD2L     programmed cell death 2-like\n",
      "COLEC10    collectin subfamily member 10\n",
      "SIRT7      sirtuin 7\n",
      "CHORDC1    cysteine and histidine rich domain containing 1\n",
      "CINP       cyclin-dependent kinase 2 interacting protein\n",
      "RAB1A      RAB1A, member RAS oncogene family\n",
      "SMC2       structural maintenance of chromosomes 2\n",
      "USP16      ubiquitin specific peptidase 16\n",
      "P3H4       prolyl 3-hydroxylase family member 4 (non-enzymatic)\n",
      "RNF11      ring finger protein 11\n",
      "TRIM3      tripartite motif containing 3\n",
      "HEXIM1     hexamethylene bis-acetamide inducible 1\n",
      "SPAG5      sperm associated antigen 5\n",
      "RBCK1      RANBP2-type and C3HC4-type zinc finger containing 1\n",
      "STAMBP     STAM binding protein\n",
      "TXNIP      thioredoxin interacting protein\n",
      "CNPPD1     cyclin Pas1/PHO80 domain containing 1\n",
      "PDPN       podoplanin\n",
      "TRIM33     tripartite motif containing 33\n",
      "GAS2L1     growth arrest specific 2 like 1\n",
      "RGS14      regulator of G-protein signaling 14\n",
      "NIFK       nucleolar protein interacting with the FHA domain of MKI67\n",
      "MLH3       mutL homolog 3\n",
      "KHDRBS1    KH domain containing, RNA binding, signal transduction associated 1\n",
      "UBE2D4     ubiquitin conjugating enzyme E2D 4 (putative)\n",
      "CTCF       CCCTC-binding factor (zinc finger protein)\n",
      "MTOR       mechanistic target of rapamycin (serine/threonine kinase)\n",
      "CGRRF1     cell growth regulator with ring finger domain 1\n",
      "CGREF1     cell growth regulator with EF-hand domain 1\n",
      "RRAGA      Ras-related GTP binding A\n",
      "ANKRD1     ankyrin repeat domain 1\n",
      "RUVBL1     RuvB like AAA ATPase 1\n",
      "TMEM189    transmembrane protein 189\n",
      "CHMP3      charged multivesicular body protein 3\n",
      "CDK5RAP1   CDK5 regulatory subunit associated protein 1\n",
      "MRGPRX2    MAS related GPR family member X2\n",
      "CORIN      corin, serine peptidase\n",
      "KBTBD12    kelch repeat and BTB domain containing 12\n",
      "MTBP       MDM2 binding protein\n",
      "ASB4       ankyrin repeat and SOCS box containing 4\n",
      "ADAM2      ADAM metallopeptidase domain 2\n",
      "RAB11FIP4  RAB11 family interacting protein 4 (class II)\n",
      "USP39      ubiquitin specific peptidase 39\n",
      "POLD3      polymerase (DNA-directed), delta 3, accessory subunit\n",
      "DOT1L      DOT1 like histone H3K79 methyltransferase\n",
      "LZTS2      leucine zipper, putative tumor suppressor 2\n",
      "BRSK1      BR serine/threonine kinase 1\n",
      "SYVN1      synoviolin 1\n",
      "NUDC       nudC nuclear distribution protein\n",
      "BBC3       BCL2 binding component 3\n",
      "YME1L1     YME1 like 1 ATPase\n",
      "ZMAT1      zinc finger matrin-type 1\n",
      "PLK4       polo like kinase 4\n",
      "STAG3      stromal antigen 3\n",
      "STAG2      stromal antigen 2\n",
      "HECA       hdc homolog, cell cycle regulator\n",
      "SMC1B      structural maintenance of chromosomes 1B\n",
      "PTTG2      pituitary tumor-transforming 2\n",
      "HEPACAM2   HEPACAM family member 2\n",
      "MASP2      mannan-binding lectin serine peptidase 2\n",
      "KCNH5      potassium voltage-gated channel subfamily H member 5\n",
      "CAPN9      calpain 9\n",
      "GIPC1      GIPC PDZ domain containing family member 1\n",
      "CIDEB      cell death-inducing DFFA-like effector b\n",
      "CAB39      calcium binding protein 39\n",
      "UIMC1      ubiquitin interaction motif containing 1\n",
      "ZFP91      ZFP91 zinc finger protein\n",
      "NUP50      nucleoporin 50kDa\n",
      "NES        nestin\n",
      "FBXO40     F-box protein 40\n",
      "ASCL1      achaete-scute family bHLH transcription factor 1\n",
      "PLK2       polo like kinase 2\n",
      "ZMYND11    zinc finger MYND-type containing 11\n",
      "GAK        cyclin G associated kinase\n",
      "SPIRE2     spire type actin nucleation factor 2\n",
      "POP4       POP4 homolog, ribonuclease P/MRP subunit\n",
      "ARPP19     cAMP regulated phosphoprotein 19kDa\n",
      "WWOX       WW domain containing oxidoreductase\n",
      "NEK6       NIMA related kinase 6\n",
      "MCM8       minichromosome maintenance 8 homologous recombination repair factor\n",
      "ERAP1      endoplasmic reticulum aminopeptidase 1\n",
      "TMEM8B     transmembrane protein 8B\n",
      "CDK12      cyclin-dependent kinase 12\n",
      "VPS4A      vacuolar protein sorting 4 homolog A (S. cerevisiae)\n",
      "STRA8      stimulated by retinoic acid 8\n",
      "STK26      serine/threonine protein kinase 26\n",
      "SDCCAG8    serologically defined colon cancer antigen 8\n",
      "SDCCAG3    serologically defined colon cancer antigen 3\n",
      "GAS1       growth arrest specific 1\n",
      "GAS2       growth arrest specific 2\n",
      "GAS6       growth arrest specific 6\n",
      "ZAK        sterile alpha motif and leucine zipper containing kinase AZK\n",
      "GATA3      GATA binding protein 3\n",
      "GATA6      GATA binding protein 6\n",
      "PARD6G     par-6 family cell polarity regulator gamma\n",
      "SIK1       salt inducible kinase 1\n",
      "ASNS       asparagine synthetase (glutamine-hydrolyzing)\n",
      "RANBP2     RAN binding protein 2\n",
      "TUBGCP2    tubulin gamma complex associated protein 2\n",
      "TUBGCP4    tubulin gamma complex associated protein 4\n",
      "MARK4      microtubule affinity regulating kinase 4\n",
      "BIRC8      baculoviral IAP repeat containing 8\n",
      "SSNA1      Sjogren syndrome nuclear autoantigen 1\n",
      "CHMP2A     charged multivesicular body protein 2A\n",
      "SESN1      sestrin 1\n",
      "GEM        GTP binding protein overexpressed in skeletal muscle\n",
      "RNF115     ring finger protein 115\n",
      "ADAM28     ADAM metallopeptidase domain 28\n",
      "GFI1       growth factor independent 1 transcription repressor\n",
      "JMY        junction mediating and regulatory protein, p53 cofactor\n",
      "USP20      ubiquitin specific peptidase 20\n",
      "USP19      ubiquitin specific peptidase 19\n",
      "PARD6B     par-6 family cell polarity regulator beta\n",
      "SH3GLB1    SH3-domain GRB2-like endophilin B1\n",
      "MALT1      MALT1 paracaspase\n",
      "MMP24      matrix metallopeptidase 24\n",
      "TINAG      tubulointerstitial nephritis antigen\n",
      "BLCAP      bladder cancer associated protein\n",
      "TXNL4A     thioredoxin like 4A\n",
      "SUGT1      SGT1 homolog, MIS12 kinetochore complex assembly cochaperone\n",
      "GADD45G    growth arrest and DNA damage inducible gamma\n",
      "ADAMDEC1   ADAM-like, decysin 1\n",
      "APEX2      APEX nuclease (apurinic/apyrimidinic endonuclease) 2\n",
      "DBF4       DBF4 zinc finger\n",
      "SPIN1      spindlin 1\n",
      "PBRM1      polybromo 1\n",
      "TUBG1      tubulin gamma 1\n",
      "MARVELD1   MARVEL domain containing 1\n",
      "EHD1       EH domain containing 1\n",
      "AFG3L2     AFG3-like AAA ATPase 2\n",
      "POP1       POP1 homolog, ribonuclease P/MRP subunit\n",
      "PRSS21     protease, serine 21\n",
      "MCPH1      microcephalin 1\n",
      "RPS6KA6    ribosomal protein S6 kinase, 90kDa, polypeptide 6\n",
      "TRIM63     tripartite motif containing 63, E3 ubiquitin protein ligase\n",
      "BTG3       BTG family member 3\n",
      "UBE2S      ubiquitin conjugating enzyme E2S\n",
      "PRPF19     pre-mRNA processing factor 19\n",
      "OS9        osteosarcoma amplified 9, endoplasmic reticulum lectin\n",
      "GML        glycosylphosphatidylinositol anchored molecule like\n",
      "RABGEF1    RAB guanine nucleotide exchange factor (GEF) 1\n",
      "PPP1R9B    protein phosphatase 1 regulatory subunit 9B\n",
      "SPATA22    spermatogenesis associated 22\n",
      "GNAI2      guanine nucleotide binding protein (G protein), alpha inhibiting activity polypeptide 2\n",
      "GNAI3      guanine nucleotide binding protein (G protein), alpha inhibiting activity polypeptide 3\n",
      "SGSM3      small G protein signaling modulator 3\n",
      "BEX2       brain expressed X-linked 2\n",
      "TRIM72     tripartite motif containing 72, E3 ubiquitin protein ligase\n",
      "MAPRE2     microtubule associated protein RP/EB family member 2\n",
      "CCNI       cyclin I\n",
      "COPS5      COP9 signalosome subunit 5\n",
      "UBE2Q2     ubiquitin conjugating enzyme E2Q family member 2\n",
      "GOLGA2     golgin A2\n",
      "PSRC1      proline/serine-rich coiled-coil 1\n",
      "SFN        stratifin\n",
      "KIF2C      kinesin family member 2C\n",
      "TLK2       tousled like kinase 2\n",
      "KLK11      kallikrein related peptidase 11\n",
      "HORMAD2    HORMA domain containing 2\n",
      "GPR3       G protein-coupled receptor 3\n",
      "USP30      ubiquitin specific peptidase 30\n",
      "TDRKH      tudor and KH domain containing\n",
      "PIM2       Pim-2 proto-oncogene, serine/threonine kinase\n",
      "GPER1      G protein-coupled estrogen receptor 1\n",
      "HTRA2      HtrA serine peptidase 2\n",
      "ZNF645     zinc finger protein 645\n",
      "EML4       echinoderm microtubule associated protein like 4\n",
      "WWP1       WW domain containing E3 ubiquitin protein ligase 1\n",
      "WWP2       WW domain containing E3 ubiquitin protein ligase 2\n",
      "GRK5       G protein-coupled receptor kinase 5\n",
      "CNTRL      centriolin\n",
      "UBE2C      ubiquitin conjugating enzyme E2C\n",
      "GPS2       G protein pathway suppressor 2\n",
      "GPX1       glutathione peroxidase 1\n",
      "TOPBP1     topoisomerase (DNA) II binding protein 1\n",
      "TRIOBP     TRIO and F-actin binding protein\n",
      "KLK14      kallikrein related peptidase 14\n",
      "KLK12      kallikrein related peptidase 12\n",
      "ADAM30     ADAM metallopeptidase domain 30\n",
      "ADAM29     ADAM metallopeptidase domain 29\n",
      "PARD3B     par-3 family cell polarity regulator beta\n",
      "RFFL       ring finger and FYVE-like domain containing E3 ubiquitin protein ligase\n",
      "ADAMTS13   ADAM metallopeptidase with thrombospondin type 1 motif 13\n",
      "ADAMTS8    ADAM metallopeptidase with thrombospondin type 1 motif 8\n",
      "ADAMTS5    ADAM metallopeptidase with thrombospondin type 1 motif 5\n",
      "NUPL2      nucleoporin like 2\n",
      "PRSS23     protease, serine 23\n",
      "MEI1       meiotic double-stranded break formation protein 1\n",
      "KATNA1     katanin p60 (ATPase containing) subunit A 1\n",
      "PRDM5      PR domain 5\n",
      "CIT        citron rho-interacting serine/threonine kinase\n",
      "PDIA3      protein disulfide isomerase family A member 3\n",
      "FGFR1OP    FGFR1 oncogene partner\n",
      "GSK3B      glycogen synthase kinase 3 beta\n",
      "GSPT1      G1 to S phase transition 1\n",
      "ZNF503     zinc finger protein 503\n",
      "CAPN11     calpain 11\n",
      "CAPN10     calpain 10\n",
      "KLHL22     kelch like family member 22\n",
      "CDC37      cell division cycle 37\n",
      "UBA7       ubiquitin like modifier activating enzyme 7\n",
      "RNF165     ring finger protein 165\n",
      "DMC1       DNA meiotic recombinase 1\n",
      "PLA2G16    phospholipase A2 group XVI\n",
      "MSH6       mutS homolog 6\n",
      "DYRK1A     dual specificity tyrosine phosphorylation regulated kinase 1A\n",
      "GTF2H1     general transcription factor IIH subunit 1\n",
      "RNF151     ring finger protein 151\n",
      "SPPL2A     signal peptide peptidase like 2A\n",
      "NEURL3     neuralized E3 ubiquitin protein ligase 3\n",
      "TBRG1      transforming growth factor beta regulator 1\n",
      "UBE2D3     ubiquitin conjugating enzyme E2D 3\n",
      "ADAMTS7    ADAM metallopeptidase with thrombospondin type 1 motif 7\n",
      "ADAMTS6    ADAM metallopeptidase with thrombospondin type 1 motif 6\n",
      "GSPT2      G1 to S phase transition 2\n",
      "LZTS1      leucine zipper, putative tumor suppressor 1\n",
      "WDR6       WD repeat domain 6\n",
      "RASSF1     Ras association domain family member 1\n",
      "CEP250     centrosomal protein 250kDa\n",
      "GZMH       granzyme H\n",
      "GZMA       granzyme A\n",
      "GZMB       granzyme B\n",
      "GZMK       granzyme K\n",
      "GZMM       granzyme M\n",
      "CHEK2      checkpoint kinase 2\n",
      "MASTL      microtubule associated serine/threonine kinase like\n",
      "H2AFX      H2A histone family member X\n",
      "ZFYVE19    zinc finger FYVE-type containing 19\n",
      "ZNRF1      zinc and ring finger 1, E3 ubiquitin protein ligase\n",
      "ATG4C      autophagy related 4C, cysteine peptidase\n",
      "H3F3A      H3 histone, family 3A\n",
      "H3F3B      H3 histone, family 3B (H3.3B)\n",
      "TAS2R13    taste 2 receptor member 13\n",
      "MAEL       maelstrom spermatogenic transposon silencer\n",
      "HABP2      hyaluronan binding protein 2\n",
      "HSD17B10   hydroxysteroid (17-beta) dehydrogenase 10\n",
      "MST1L      macrophage stimulating 1-like\n",
      "UBE2QL1    ubiquitin conjugating enzyme E2Q family like 1\n",
      "AJUBA      ajuba LIM protein\n",
      "RNF139     ring finger protein 139\n",
      "RNF24      ring finger protein 24\n",
      "LSM10      LSM10, U7 small nuclear RNA associated\n",
      "ATG4D      autophagy related 4D, cysteine peptidase\n",
      "HCFC1      host cell factor C1\n",
      "UBE2V2     ubiquitin conjugating enzyme E2 variant 2\n",
      "C9orf69    chromosome 9 open reading frame 69\n",
      "HTT        huntingtin\n",
      "APITD1     apoptosis-inducing, TAF9-like domain 1\n",
      "DCTN3      dynactin subunit 3\n",
      "XPOT       exportin, tRNA\n",
      "HELLS      helicase, lymphoid-specific\n",
      "HGF        hepatocyte growth factor\n",
      "HGFAC      HGF activator\n",
      "HHEX       hematopoietically expressed homeobox\n",
      "TRIM68     tripartite motif containing 68\n",
      "HIC1       hypermethylated in cancer 1\n",
      "HIP1       huntingtin interacting protein 1\n",
      "UBE2K      ubiquitin conjugating enzyme E2K\n",
      "HINT1      histidine triad nucleotide binding protein 1\n",
      "GINS2      GINS complex subunit 2 (Psf2 homolog)\n",
      "GORASP1    golgi reassembly stacking protein 1\n",
      "SMYD1      SET and MYND domain containing 1\n",
      "BACH2      BTB domain and CNC homolog 2\n",
      "ECD        ecdysoneless cell cycle regulator\n",
      "IPO4       importin 4\n",
      "DIRAS3     DIRAS family GTP binding RAS like 3\n",
      "CTRC       chymotrypsin C\n",
      "PHB2       prohibitin 2\n",
      "TUSC2      tumor suppressor candidate 2\n",
      "FIGN       fidgetin\n",
      "OIP5       Opa interacting protein 5\n",
      "RNF13      ring finger protein 13\n",
      "HMGA1      high mobility group AT-hook 1\n",
      "HMMR       hyaluronan mediated motility receptor\n",
      "NR4A1      nuclear receptor subfamily 4 group A member 1\n",
      "TRIM6      tripartite motif containing 6\n",
      "FOXA1      forkhead box A1\n",
      "HNF4A      hepatocyte nuclear factor 4 alpha\n",
      "HAUS8      HAUS augmin like complex subunit 8\n",
      "RINT1      RAD50 interactor 1\n",
      "POM121C    POM121 transmembrane nucleoporin C\n",
      "HOXC10     homeobox C10\n",
      "PRSS53     protease, serine 53\n",
      "HP         haptoglobin\n",
      "HPGD       hydroxyprostaglandin dehydrogenase 15-(NAD)\n",
      "HPN        hepsin\n",
      "HPR        haptoglobin-related protein\n",
      "TADA3      transcriptional adaptor 3\n",
      "FAM76A     family with sequence similarity 76 member A\n",
      "HRAS       Harvey rat sarcoma viral oncogene homolog\n",
      "SHPRH      SNF2 histone linker PHD RING helicase, E3 ubiquitin protein ligase\n",
      "ATR        ATR serine/threonine kinase\n",
      "PRMT2      protein arginine methyltransferase 2\n",
      "PRMT1      protein arginine methyltransferase 1\n",
      "CRADD      CASP2 and RIPK1 domain containing adaptor with death domain\n",
      "HES1       hes family bHLH transcription factor 1\n",
      "LSM11      LSM11, U7 small nuclear RNA associated\n",
      "POC5       POC5 centriolar protein\n",
      "KLHL34     kelch like family member 34\n",
      "HSF1       heat shock transcription factor 1\n",
      "INCA1      inhibitor of CDK, cyclin A1 interacting protein 1\n",
      "MYO6       myosin VI\n",
      "HSPA2      heat shock protein family A (Hsp70) member 2\n",
      "HSPA8      heat shock protein family A (Hsp70) member 8\n",
      "AVPR1A     arginine vasopressin receptor 1A\n",
      "SYCE1      synaptonemal complex central element protein 1\n",
      "HSP90AA1   heat shock protein 90kDa alpha family class A member 1\n",
      "RAD50      RAD50 double strand break repair protein\n",
      "HIST1H4I   histone cluster 1, H4i\n",
      "MIIP       migration and invasion inhibitory protein\n",
      "HSPD1      heat shock protein family D (Hsp60) member 1\n",
      "PAPPA2     pappalysin 2\n",
      "HSPE1      heat shock protein family E (Hsp10) member 1\n",
      "NEK10      NIMA related kinase 10\n",
      "HUS1       HUS1 checkpoint clamp component\n",
      "ICAM1      intercellular adhesion molecule 1\n",
      "LRSAM1     leucine rich repeat and sterile alpha motif containing 1\n",
      "ID2        inhibitor of DNA binding 2, dominant negative helix-loop-helix protein\n",
      "ID3        inhibitor of DNA binding 3, dominant negative helix-loop-helix protein\n",
      "ID4        inhibitor of DNA binding 4, dominant negative helix-loop-helix protein\n",
      "SNX33      sorting nexin 33\n",
      "MIB2       mindbomb E3 ubiquitin protein ligase 2\n",
      "IDE        insulin degrading enzyme\n",
      "KLHL5      kelch like family member 5\n",
      "CFI        complement factor I\n",
      "IFI16      interferon, gamma-inducible protein 16\n",
      "IFI27      interferon, alpha-inducible protein 27\n",
      "TRIM5      tripartite motif containing 5\n",
      "CEP135     centrosomal protein 135kDa\n",
      "TAF1L      TATA-box binding protein associated factor 1 like\n",
      "IFNG       interferon, gamma\n",
      "IFNW1      interferon, omega 1\n",
      "MISP       mitotic spindle positioning\n",
      "IGF1       insulin like growth factor 1\n",
      "IGF2       insulin like growth factor 2\n",
      "ADAMTSL5   ADAMTS like 5\n",
      "CCNB3      cyclin B3\n",
      "AKAP9      A-kinase anchoring protein 9\n",
      "RNF213     ring finger protein 213\n",
      "LRRCC1     leucine rich repeat and coiled-coil centrosomal protein 1\n",
      "TNKS1BP1   tankyrase 1 binding protein 1\n",
      "IL1A       interleukin 1 alpha\n",
      "IL1B       interleukin 1 beta\n",
      "SEPT10     septin 10\n",
      "IL4        interleukin 4\n",
      "IL4R       interleukin 4 receptor\n",
      "CXCL8      chemokine (C-X-C motif) ligand 8\n",
      "KLHL17     kelch like family member 17\n",
      "TRNP1      TMF1-regulated nuclear protein 1\n",
      "IL12A      interleukin 12A\n",
      "IL12B      interleukin 12B\n",
      "TOM1L2     target of myb1 like 2 membrane trafficking protein\n",
      "TRABD2B    TraB domain containing 2B\n",
      "BRINP3     bone morphogenetic protein/retinoic acid inducible neural-specific 3\n",
      "ILK        integrin linked kinase\n",
      "INCENP     inner centromere protein\n",
      "ING1       inhibitor of growth family member 1\n",
      "ING2       inhibitor of growth family member 2\n",
      "INHA       inhibin alpha\n",
      "INHBA      inhibin beta A\n",
      "CXCL10     chemokine (C-X-C motif) ligand 10\n",
      "PRSS38     protease, serine 38\n",
      "INS        insulin\n",
      "PLK5       polo like kinase 5\n",
      "INSM1      insulinoma associated 1\n",
      "INSR       insulin receptor\n",
      "PPP2R3B    protein phosphatase 2 regulatory subunit B'', beta\n",
      "IPP        intracisternal A particle-promoted polypeptide\n",
      "ZSWIM2     zinc finger SWIM-type containing 2\n",
      "IRF1       interferon regulatory factor 1\n",
      "RAD21L1    RAD21 cohesin complex component like 1\n",
      "IRF6       interferon regulatory factor 6\n",
      "ZNF385B    zinc finger protein 385B\n",
      "BCR        breakpoint cluster region\n",
      "MSX1       msh homeobox 1\n",
      "ITGB1      integrin subunit beta 1\n",
      "JAG2       jagged 2\n",
      "JAK2       Janus kinase 2\n",
      "CAPN8      calpain 8\n",
      "JUN        jun proto-oncogene\n",
      "JUNB       jun B proto-oncogene\n",
      "JUND       jun D proto-oncogene\n",
      "CEP85      centrosomal protein 85kDa\n",
      "UBE2J2     ubiquitin conjugating enzyme E2, J2\n",
      "MEI4       meiotic double-stranded break formation protein 4\n",
      "CCNYL1     cyclin Y like 1\n",
      "KCNA5      potassium voltage-gated channel subfamily A member 5\n",
      "ELANE      elastase, neutrophil expressed\n",
      "KLHL23     kelch like family member 23\n",
      "PPP1R1C    protein phosphatase 1 regulatory inhibitor subunit 1C\n",
      "NEK7       NIMA related kinase 7\n",
      "KEL        Kell blood group, metallo-endopeptidase\n",
      "KIF2A      kinesin heavy chain member 2A\n",
      "SENP2      SUMO1/sentrin/SMT3 specific peptidase 2\n",
      "FOXO3      forkhead box O3\n",
      "KLK1       kallikrein 1\n",
      "KLK2       kallikrein related peptidase 2\n",
      "KLKB1      kallikrein B1\n",
      "C2orf40    chromosome 2 open reading frame 40\n",
      "KIF11      kinesin family member 11\n",
      "KIFC1      kinesin family member C1\n",
      "KIF25      kinesin family member 25\n",
      "KIF22      kinesin family member 22\n",
      "TIPRL      TOR signaling pathway regulator\n",
      "KPNB1      karyopherin subunit beta 1\n",
      "KLHL12     kelch like family member 12\n",
      "TNPO1      transportin 1\n",
      "IPO5       importin 5\n",
      "CCSAP      centriole, cilia and spindle associated protein\n",
      "ACTR8      ARP8 actin-related protein 8 homolog (yeast)\n",
      "NME6       NME/NM23 nucleoside diphosphate kinase 6\n",
      "EMD        emerin\n",
      "KRT18      keratin 18, type I\n",
      "HDAC3      histone deacetylase 3\n",
      "HTRA3      HtrA serine peptidase 3\n",
      "CAMK2N2    calcium/calmodulin-dependent protein kinase II inhibitor 2\n",
      "STMN1      stathmin 1\n",
      "LCK        LCK proto-oncogene, Src family tyrosine kinase\n",
      "RPA1       replication protein A1\n",
      "PKHD1      polycystic kidney and hepatic disease 1 (autosomal recessive)\n",
      "TUBE1      tubulin epsilon 1\n",
      "LEP        leptin\n",
      "LEF1       lymphoid enhancer binding factor 1\n",
      "LFNG       LFNG O-fucosylpeptide 3-beta-N-acetylglucosaminyltransferase\n",
      "LIF        leukemia inhibitory factor\n",
      "LIG1       ligase I, DNA, ATP-dependent\n",
      "LIG3       ligase III, DNA, ATP-dependent\n",
      "LIG4       ligase IV, DNA, ATP-dependent\n",
      "LIMS1      LIM zinc finger domain containing 1\n",
      "LLGL2      lethal giant larvae homolog 2 (Drosophila)\n",
      "LLGL1      lethal giant larvae homolog 1 (Drosophila)\n",
      "BOK        BCL2-related ovarian killer\n",
      "LMNA       lamin A/C\n",
      "LMO7       LIM domain 7\n",
      "HECTD2     HECT domain containing E3 ubiquitin protein ligase 2\n",
      "LPA        lipoprotein, Lp(a)\n",
      "FLNA       filamin A\n",
      "PER2       period circadian clock 2\n",
      "PRSS42     protease, serine 42\n",
      "LRP6       LDL receptor related protein 6\n",
      "LRP5       LDL receptor related protein 5\n",
      "LTF        lactotransferrin\n",
      "ASPRV1     aspartic peptidase, retroviral-like 1\n",
      "WDSUB1     WD repeat, sterile alpha motif and U-box domain containing 1\n",
      "MAD2L1     MAD2 mitotic arrest deficient-like 1 (yeast)\n",
      "SMAD3      SMAD family member 3\n",
      "TMPRSS11A  transmembrane protease, serine 11A\n",
      "MAGEA2     MAGE family member A2\n",
      "SPHK1      sphingosine kinase 1\n",
      "MAK        male germ cell associated kinase\n",
      "WDR82      WD repeat domain 82\n",
      "CACUL1     CDK2 associated cullin domain 1\n",
      "DCLRE1B    DNA cross-link repair 1B\n",
      "SPRED2     sprouty-related, EVH1 domain containing 2\n",
      "TP53INP1   tumor protein p53 inducible nuclear protein 1\n",
      "MAP4       microtubule associated protein 4\n",
      "RIDA       reactive intermediate imine deaminase A homolog\n",
      "MBL2       mannose binding lectin 2\n",
      "MMP21      matrix metallopeptidase 21\n",
      "MCM2       minichromosome maintenance complex component 2\n",
      "MCM3       minichromosome maintenance complex component 3\n",
      "MCM4       minichromosome maintenance complex component 4\n",
      "MCM5       minichromosome maintenance complex component 5\n",
      "MCM6       minichromosome maintenance complex component 6\n",
      "MCM7       minichromosome maintenance complex component 7\n",
      "CD46       CD46 molecule\n",
      "DTX3L      deltex 3 like, E3 ubiquitin ligase\n",
      "TMPRSS11F  transmembrane protease, serine 11F\n",
      "ADAM11     ADAM metallopeptidase domain 11\n",
      "SGOL1      shugoshin-like 1 (S. pombe)\n",
      "MDM2       MDM2 proto-oncogene, E3 ubiquitin protein ligase\n",
      "MDM4       MDM4, p53 regulator\n",
      "PSMA8      proteasome subunit alpha 8\n",
      "MEF2C      myocyte enhancer factor 2C\n",
      "ERCC1      excision repair cross-complementation group 1\n",
      "RAB8A      RAB8A, member RAS oncogene family\n",
      "NUP54      nucleoporin 54kDa\n",
      "MEN1       menin 1\n",
      "MEP1A      meprin A subunit alpha\n",
      "MEP1B      meprin A subunit beta\n",
      "PCSK9      proprotein convertase subtilisin/kexin type 9\n",
      "PEF1       penta-EF-hand domain containing 1\n",
      "ERF        Ets2 repressor factor\n",
      "CPNE1      copine 1\n",
      "RNF168     ring finger protein 168, E3 ubiquitin protein ligase\n",
      "ZC3H12D    zinc finger CCCH-type containing 12D\n",
      "MIF        macrophage migration inhibitory factor (glycosylation-inhibiting factor)\n",
      "CXCL9      chemokine (C-X-C motif) ligand 9\n",
      "MIPEP      mitochondrial intermediate peptidase\n",
      "MKI67      marker of proliferation Ki-67\n",
      "MLF1       myeloid leukemia factor 1\n",
      "MLH1       mutL homolog 1\n",
      "STUB1      STIP1 homology and U-box containing protein 1, E3 ubiquitin protein ligase\n",
      "FOXO4      forkhead box O4\n",
      "MME        membrane metallo-endopeptidase\n",
      "MMP1       matrix metallopeptidase 1\n",
      "MMP2       matrix metallopeptidase 2\n",
      "MMP3       matrix metallopeptidase 3\n",
      "MMP7       matrix metallopeptidase 7\n",
      "MMP8       matrix metallopeptidase 8\n",
      "MMP9       matrix metallopeptidase 9\n",
      "MMP10      matrix metallopeptidase 10\n",
      "MMP11      matrix metallopeptidase 11\n",
      "MMP12      matrix metallopeptidase 12\n",
      "MMP13      matrix metallopeptidase 13\n",
      "MMP14      matrix metallopeptidase 14\n",
      "MMP15      matrix metallopeptidase 15\n",
      "MMP16      matrix metallopeptidase 16\n",
      "MMP17      matrix metallopeptidase 17\n",
      "MMP19      matrix metallopeptidase 19\n",
      "MNAT1      MNAT CDK-activating kinase assembly factor 1\n",
      "MNT        MAX network transcriptional repressor\n",
      "CCDC67     coiled-coil domain containing 67\n",
      "MOS        v-mos Moloney murine sarcoma viral oncogene homolog\n",
      "KBTBD6     kelch repeat and BTB domain containing 6\n",
      "MRE11A     MRE11 homolog A, double strand break repair nuclease\n",
      "TUBGCP6    tubulin gamma complex associated protein 6\n",
      "LAMTOR2    late endosomal/lysosomal adaptor, MAPK and MTOR activator 2\n",
      "HUS1B      HUS1 checkpoint clamp component B\n",
      "GIT1       G protein-coupled receptor kinase interacting ArfGAP 1\n",
      "BTBD18     BTB domain containing 18\n",
      "TMPRSS11E  transmembrane protease, serine 11E\n",
      "RGCC       regulator of cell cycle\n",
      "MCTS1      malignant T-cell amplified sequence 1\n",
      "NTMT1      N-terminal Xaa-Pro-Lys N-methyltransferase 1\n",
      "RPS6KA3    ribosomal protein S6 kinase, 90kDa, polypeptide 3\n",
      "HIPK2      homeodomain interacting protein kinase 2\n",
      "PIWIL4     piwi-like RNA-mediated gene silencing 4\n",
      "MSH2       mutS homolog 2\n",
      "MSH3       mutS homolog 3\n",
      "MSH4       mutS homolog 4\n",
      "MSH5       mutS homolog 5\n",
      "FIGNL1     fidgetin like 1\n",
      "MARCH6     membrane associated ring-CH-type finger 6\n",
      "NANOS2     nanos homolog 2 (Drosophila)\n",
      "ADAM22     ADAM metallopeptidase domain 22\n",
      "NUPR2      nuclear protein 2, transcriptional regulator\n",
      "PRKAG3     protein kinase AMP-activated non-catalytic subunit gamma 3\n",
      "MST1       macrophage stimulating 1\n",
      "ETS1       v-ets avian erythroblastosis virus E26 oncogene homolog 1\n",
      "MSX2       msh homeobox 2\n",
      "CHMP4A     charged multivesicular body protein 4A\n",
      "GTPBP8     GTP-binding protein 8 (putative)\n",
      "BABAM1     BRISC and BRCA1 A complex member 1\n",
      "WDR81      WD repeat domain 81\n",
      "UBE2T      ubiquitin conjugating enzyme E2T\n",
      "LAMTOR4    late endosomal/lysosomal adaptor, MAPK and MTOR activator 4\n",
      "RANGRF     RAN guanine nucleotide release factor\n",
      "NXT1       nuclear transport factor 2-like export factor 1\n",
      "PYCARD     PYD and CARD domain containing\n",
      "FAS        Fas cell surface death receptor\n",
      "MYLIP      myosin regulatory light chain interacting protein\n",
      "BRD7       bromodomain containing 7\n",
      "PRSS50     protease, serine 50\n",
      "RNF38      ring finger protein 38\n",
      "RACGAP1    Rac GTPase activating protein 1\n",
      "UHRF1      ubiquitin-like with PHD and ring finger domains 1\n",
      "CENPV      centromere protein V\n",
      "FLCN       folliculin\n",
      "PLD6       phospholipase D family member 6\n",
      "ROPN1B     rhophilin associated tail protein 1B\n",
      "ZNF385C    zinc finger protein 385C\n",
      "MUC1       mucin 1, cell surface associated\n",
      "GEN1       GEN1, Holliday junction 5' flap endonuclease\n",
      "TRIM37     tripartite motif containing 37\n",
      "MAGEA2B    MAGE family member A2B\n",
      "MX2        MX dynamin like GTPase 2\n",
      "C11orf85   chromosome 11 open reading frame 85\n",
      "MYBL2      v-myb avian myeloblastosis viral oncogene homolog-like 2\n",
      "MYC        v-myc avian myelocytomatosis viral oncogene homolog\n",
      "THAP5      THAP domain containing 5\n",
      "ACER2      alkaline ceramidase 2\n",
      "KBTBD3     kelch repeat and BTB domain containing 3\n",
      "GADD45B    growth arrest and DNA damage inducible beta\n",
      "MYF5       myogenic factor 5\n",
      "MYF6       myogenic factor 6\n",
      "RPS27      ribosomal protein S27\n",
      "MYH9       myosin, heavy chain 9, non-muscle\n",
      "MYH10      myosin, heavy chain 10, non-muscle\n",
      "RXFP3      relaxin/insulin-like family peptide receptor 3\n",
      "STRA13     stimulated by retinoic acid 13\n",
      "MYOD1      myogenic differentiation 1\n",
      "MYOG       myogenin (myogenic factor 4)\n",
      "PPP1R12A   protein phosphatase 1 regulatory subunit 12A\n",
      "PPP1R12B   protein phosphatase 1 regulatory subunit 12B\n",
      "RNF19B     ring finger protein 19B\n",
      "NACA       nascent polypeptide-associated complex alpha subunit\n",
      "NAIP       NLR family, apoptosis inhibitory protein\n",
      "NASP       nuclear autoantigenic sperm protein (histone-binding)\n",
      "NUBP1      nucleotide binding protein 1\n",
      "NBN        nibrin\n",
      "RNF187     ring finger protein 187\n",
      "DDI1       DNA damage inducible 1 homolog 1\n",
      "HORMAD1    HORMA domain containing 1\n",
      "SPICE1     spindle and centriole associated protein 1\n",
      "NEDD4      neural precursor cell expressed, developmentally down-regulated 4, E3 ubiquitin protein ligase\n",
      "SEPT2      septin 2\n",
      "NEDD9      neural precursor cell expressed, developmentally down-regulated 9\n",
      "NELL1      neural EGFL like 1\n",
      "NEK1       NIMA related kinase 1\n",
      "NEK2       NIMA related kinase 2\n",
      "NEK3       NIMA related kinase 3\n",
      "KBTBD7     kelch repeat and BTB domain containing 7\n",
      "NEU2       neuraminidase 2 (cytosolic sialidase)\n",
      "NEUROD1    neuronal differentiation 1\n",
      "NEUROG1    neurogenin 1\n",
      "PELO       pelota homolog (Drosophila)\n",
      "NFATC2     nuclear factor of activated T-cells, cytoplasmic, calcineurin-dependent 2\n",
      "BHLHA15    basic helix-loop-helix family member a15\n",
      "USP17L2    ubiquitin specific peptidase 17-like family member 2\n",
      "NGF        nerve growth factor (beta polypeptide)\n",
      "NGFR       nerve growth factor receptor\n",
      "ANAPC16    anaphase promoting complex subunit 16\n",
      "NKX3-1     NK3 homeobox 1\n",
      "KLHDC7A    kelch domain containing 7A\n",
      "HMG20B     high mobility group 20B\n",
      "MYOCD      myocardin\n",
      "DIXDC1     DIX domain containing 1\n",
      "SLC39A5    solute carrier family 39 member 5\n",
      "CNOT2      CCR4-NOT transcription complex subunit 2\n",
      "CNOT3      CCR4-NOT transcription complex subunit 3\n",
      "CNOT4      CCR4-NOT transcription complex subunit 4\n",
      "NOTCH1     notch 1\n",
      "NOTCH2     notch 2\n",
      "NOV        nephroblastoma overexpressed\n",
      "PGA3       pepsinogen 3, group I (pepsinogen A)\n",
      "NPAT       nuclear protein, ataxia-telangiectasia locus\n",
      "NPM1       nucleophosmin (nucleolar phosphoprotein B23, numatrin)\n",
      "PGA4       pepsinogen 4, group I (pepsinogen A)\n",
      "UBE2NL     ubiquitin conjugating enzyme E2N-like (gene/pseudogene)\n",
      "NPPC       natriuretic peptide C\n",
      "NPR2       natriuretic peptide receptor 2\n",
      "SLC11A2    solute carrier family 11 member 2\n",
      "NRDC       nardilysin convertase\n",
      "GAS2L3     growth arrest specific 2 like 3\n",
      "YBEY       ybeY metallopeptidase (putative)\n",
      "S100A9     S100 calcium binding protein A9\n",
      "MIS18A     MIS18 kinetochore protein A\n",
      "HECTD4     HECT domain containing E3 ubiquitin protein ligase 4\n",
      "NUMA1      nuclear mitotic apparatus protein 1\n",
      "NUP88      nucleoporin 88kDa\n",
      "RNF222     ring finger protein 222\n",
      "NUP43      nucleoporin 43kDa\n",
      "TMPRSS12   transmembrane (C-terminal) protease, serine 12\n",
      "SKA2       spindle and kinetochore associated complex subunit 2\n",
      "ARL8A      ADP ribosylation factor like GTPase 8A\n",
      "FZR1       fizzy/cell division cycle 20 related 1\n",
      "ODF2       outer dense fiber of sperm tails 2\n",
      "CHAMP1     chromosome alignment maintaining phosphoprotein 1\n",
      "OPA1       optic atrophy 1 (autosomal dominant)\n",
      "TAOK3      TAO kinase 3\n",
      "SIAH3      siah E3 ubiquitin protein ligase family member 3\n",
      "NUP98      nucleoporin 98kDa\n",
      "ORC1       origin recognition complex subunit 1\n",
      "ORC2       origin recognition complex subunit 2\n",
      "ORC4       origin recognition complex subunit 4\n",
      "ORC5       origin recognition complex subunit 5\n",
      "OSM        oncostatin M\n",
      "RHBDL1     rhomboid, veinlet-like 1 (Drosophila)\n",
      "P2RX1      purinergic receptor P2X 1\n",
      "OPN1MW     opsin 1 (cone pigments), medium-wave-sensitive\n",
      "PA2G4      proliferation-associated 2G4\n",
      "SAC3D1     SAC3 domain containing 1\n",
      "FURIN      furin (paired basic amino acid cleaving enzyme)\n",
      "PCSK6      proprotein convertase subtilisin/kexin type 6\n",
      "PAFAH1B1   platelet activating factor acetylhydrolase 1b regulatory subunit 1\n",
      "UHMK1      U2AF homology motif (UHM) kinase 1\n",
      "SERPINE1   serpin peptidase inhibitor, clade E (nexin, plasminogen activator inhibitor type 1), member 1\n",
      "SSSCA1     Sjogren syndrome/scleroderma autoantigen 1\n",
      "PAK2       p21 protein (Cdc42/Rac)-activated kinase 2\n",
      "PAPPA      pregnancy-associated plasma protein A, pappalysin 1\n",
      "PARK2      parkin RBR E3 ubiquitin protein ligase\n",
      "PAWR       PRKC, apoptosis, WT1, regulator\n",
      "CEP78      centrosomal protein 78kDa\n",
      "PAX6       paired box 6\n",
      "PBX1       pre-B-cell leukemia homeobox 1\n",
      "ERH        enhancer of rudimentary homolog (Drosophila)\n",
      "PCM1       pericentriolar material 1\n",
      "PCNA       proliferating cell nuclear antigen\n",
      "PCNT       pericentrin\n",
      "CHMP1A     charged multivesicular body protein 1A\n",
      "PCSK1      proprotein convertase subtilisin/kexin type 1\n",
      "PCSK5      proprotein convertase subtilisin/kexin type 5\n",
      "PCSK2      proprotein convertase subtilisin/kexin type 2\n",
      "CDK16      cyclin-dependent kinase 16\n",
      "CDK17      cyclin-dependent kinase 17\n",
      "CDK18      cyclin-dependent kinase 18\n",
      "PDCD2      programmed cell death 2\n",
      "PDE3A      phosphodiesterase 3A\n",
      "ATRAID     all-trans retinoic acid induced differentiation factor\n",
      "CAV1       caveolin 1\n",
      "DUX4       double homeobox 4\n",
      "REC114     REC114 meiotic recombination protein\n",
      "PDGFB      platelet derived growth factor subunit B\n",
      "PDGFRB     platelet derived growth factor receptor beta\n",
      "PDK2       pyruvate dehydrogenase kinase 2\n",
      "CRLF3      cytokine receptor-like factor 3\n",
      "PRC1       protein regulator of cytokinesis 1\n",
      "TMOD3      tropomodulin 3\n",
      "E2F7       E2F transcription factor 7\n",
      "PEX12      peroxisomal biogenesis factor 12\n",
      "PFDN1      prefoldin subunit 1\n",
      "WNT4       wingless-type MMTV integration site family member 4\n",
      "SYCE3      synaptonemal complex central element protein 3\n",
      "CDK14      cyclin-dependent kinase 14\n",
      "PGA5       pepsinogen 5, group I (pepsinogen A)\n",
      "PGC        progastricsin (pepsinogen C)\n",
      "PGGT1B     protein geranylgeranyltransferase type I subunit beta\n",
      "TERF2IP    telomeric repeat binding factor 2, interacting protein\n",
      "GIGYF2     GRB10 interacting GYF protein 2\n",
      "ABCB1      ATP binding cassette subfamily B member 1\n",
      "PHEX       phosphate regulating endopeptidase homolog, X-linked\n",
      "SYF2       SYF2 pre-mRNA-splicing factor\n",
      "PNPT1      polyribonucleotide nucleotidyltransferase 1\n",
      "COLEC11    collectin subfamily member 11\n",
      "SENP1      SUMO1/sentrin specific peptidase 1\n",
      "AUNIP      aurora kinase A and ninein interacting protein\n",
      "MIS12      MIS12 kinetochore complex component\n",
      "FBXL22     F-box and leucine-rich repeat protein 22\n",
      "CCIN       calicin\n",
      "PIK3C3     phosphatidylinositol 3-kinase catalytic subunit type 3\n",
      "ANLN       anillin actin binding protein\n",
      "PIM1       Pim-1 proto-oncogene, serine/threonine kinase\n",
      "NUP37      nucleoporin 37kDa\n",
      "ZNF655     zinc finger protein 655\n",
      "PIN1       peptidylprolyl cis/trans isomerase, NIMA-interacting 1\n",
      "PIP        prolactin-induced protein\n",
      "ANAPC2     anaphase promoting complex subunit 2\n",
      "CNOT7      CCR4-NOT transcription complex subunit 7\n",
      "RANGAP1    Ran GTPase activating protein 1\n",
      "FBXW5      F-box and WD repeat domain containing 5\n",
      "PKD1       polycystin 1, transient receptor potential channel interacting\n",
      "PKD2       polycystin 2, transient receptor potential cation channel\n",
      "SPIN2A     spindlin family member 2A\n",
      "ANKIB1     ankyrin repeat and IBR domain containing 1\n",
      "PSMC3IP    PSMC3 interacting protein\n",
      "CCDC79     coiled-coil domain containing 79\n",
      "GPSM2      G-protein signaling modulator 2\n",
      "RNF216     ring finger protein 216\n",
      "PLAGL1     PLAG1 like zinc finger 1\n",
      "FAM64A     family with sequence similarity 64 member A\n",
      "PLAT       plasminogen activator, tissue type\n",
      "PLAU       plasminogen activator, urokinase\n",
      "PLG        plasminogen\n",
      "TMEM109    transmembrane protein 109\n",
      "PLK1       polo like kinase 1\n",
      "ADAMTSL4   ADAMTS like 4\n",
      "PLRG1      pleiotropic regulator 1\n",
      "GPR132     G protein-coupled receptor 132\n",
      "IQGAP3     IQ motif containing GTPase activating protein 3\n",
      "DDX4       DEAD-box helicase 4\n",
      "PMAIP1     phorbol-12-myristate-13-acetate-induced protein 1\n",
      "ANAPC4     anaphase promoting complex subunit 4\n",
      "PML        promyelocytic leukemia\n",
      "SERTAD1    SERTA domain containing 1\n",
      "PDZRN4     PDZ domain containing ring finger 4\n",
      "CCND3      cyclin D3\n",
      "PRSS46     protease, serine 46\n",
      "RC3H2      ring finger and CCCH-type domains 2\n",
      "MDFIC      MyoD family inhibitor domain containing\n",
      "MAGEL2     MAGE family member L2\n",
      "CCNG1      cyclin G1\n",
      "OVCH2      ovochymase 2 (gene/pseudogene)\n",
      "DNAJA3     DnaJ heat shock protein family (Hsp40) member A3\n",
      "SLC2A8     solute carrier family 2 member 8\n",
      "SEPT5      septin 5\n",
      "SEPT4      septin 4\n",
      "MMP28      matrix metallopeptidase 28\n",
      "POLA1      polymerase (DNA directed), alpha 1, catalytic subunit\n",
      "POLD1      polymerase (DNA directed), delta 1, catalytic subunit\n",
      "POLD2      polymerase (DNA directed), delta 2, accessory subunit\n",
      "POLE       polymerase (DNA directed), epsilon, catalytic subunit\n",
      "POLE2      polymerase (DNA directed), epsilon 2, accessory subunit\n",
      "CCNT2      cyclin T2\n",
      "FBXL14     F-box and leucine-rich repeat protein 14\n",
      "PIBF1      progesterone immunomodulatory binding factor 1\n",
      "CENPO      centromere protein O\n",
      "FBXL15     F-box and leucine-rich repeat protein 15\n",
      "HIST2H4B   histone cluster 2, H4b\n",
      "RAD9B      RAD9 checkpoint clamp component B\n",
      "BRCC3      BRCA1/BRCA2-containing complex subunit 3\n",
      "POU4F1     POU class 4 homeobox 1\n",
      "FSD1       fibronectin type III and SPRY domain containing 1\n",
      "INO80      INO80 complex subunit\n",
      "PPARG      peroxisome proliferator activated receptor gamma\n",
      "PRSS58     protease, serine 58\n",
      "PPAT       phosphoribosyl pyrophosphate amidotransferase\n",
      "MAP10      microtubule associated protein 10\n",
      "OVCH1      ovochymase 1\n",
      "PPM1A      protein phosphatase, Mg2+/Mn2+ dependent 1A\n",
      "PPM1G      protein phosphatase, Mg2+/Mn2+ dependent 1G\n",
      "PPP1CA     protein phosphatase 1 catalytic subunit alpha\n",
      "PPP1CB     protein phosphatase 1 catalytic subunit beta\n",
      "PPP1CC     protein phosphatase 1 catalytic subunit gamma\n",
      "PPP1R10    protein phosphatase 1 regulatory subunit 10\n",
      "PPP2CA     protein phosphatase 2 catalytic subunit alpha\n",
      "PIM3       Pim-3 proto-oncogene, serine/threonine kinase\n",
      "PPP2R1A    protein phosphatase 2 regulatory subunit A, alpha\n",
      "PPP2R2A    protein phosphatase 2 regulatory subunit B, alpha\n",
      "PPP2R4     protein phosphatase 2A regulatory subunit 4\n",
      "PPP2R5B    protein phosphatase 2 regulatory subunit B', beta\n",
      "OVOL1      ovo like zinc finger 1\n",
      "PPP3CA     protein phosphatase 3 catalytic subunit alpha\n",
      "PPP5C      protein phosphatase 5 catalytic subunit\n",
      "PPP6C      protein phosphatase 6 catalytic subunit\n",
      "RANBP3L    RAN binding protein 3 like\n",
      "PRCC       papillary renal cell carcinoma (translocation-associated)\n",
      "PRELP      proline/arginine-rich end leucine-rich repeat protein\n",
      "PREP       prolyl endopeptidase\n",
      "MARCH5     membrane associated ring-CH-type finger 5\n",
      "PRIM1      primase, DNA, polypeptide 1 (49kDa)\n",
      "PRIM2      primase, DNA, polypeptide 2 (58kDa)\n",
      "PRKAA1     protein kinase AMP-activated catalytic subunit alpha 1\n",
      "PRKAA2     protein kinase AMP-activated catalytic subunit alpha 2\n",
      "PRKAB1     protein kinase AMP-activated non-catalytic subunit beta 1\n",
      "PRKAB2     protein kinase AMP-activated non-catalytic subunit beta 2\n",
      "PRKACA     protein kinase cAMP-activated catalytic subunit alpha\n",
      "PRKACB     protein kinase cAMP-activated catalytic subunit beta\n",
      "PKIA       protein kinase (cAMP-dependent, catalytic) inhibitor alpha\n",
      "KBTBD13    kelch repeat and BTB domain containing 13\n",
      "PRKAG1     protein kinase AMP-activated non-catalytic subunit gamma 1\n",
      "PRKAR1A    protein kinase cAMP-dependent type I regulatory subunit alpha\n",
      "MPLKIP     M-phase specific PLK1 interacting protein\n",
      "PRKAR2B    protein kinase cAMP-dependent type II regulatory subunit beta\n",
      "PRKCA      protein kinase C alpha\n",
      "PRKCB      protein kinase C beta\n",
      "PRKCD      protein kinase C delta\n",
      "PRKCE      protein kinase C epsilon\n",
      "FOXC1      forkhead box C1\n",
      "PKN2       protein kinase N2\n",
      "PRKCQ      protein kinase C theta\n",
      "PRKDC      protein kinase, DNA-activated, catalytic polypeptide\n",
      "MAPK1      mitogen-activated protein kinase 1\n",
      "MAPK3      mitogen-activated protein kinase 3\n",
      "MAPK4      mitogen-activated protein kinase 4\n",
      "MAPK6      mitogen-activated protein kinase 6\n",
      "MAPK7      mitogen-activated protein kinase 7\n",
      "MAPK9      mitogen-activated protein kinase 9\n",
      "MAPK13     mitogen-activated protein kinase 13\n",
      "MAP2K1     mitogen-activated protein kinase kinase 1\n",
      "MAP2K6     mitogen-activated protein kinase kinase 6\n",
      "SEC13      SEC13 homolog, nuclear pore and COPII coat complex component\n",
      "HDAC9      histone deacetylase 9\n",
      "DNAJC3     DnaJ heat shock protein family (Hsp40) member C3\n",
      "BTG4       BTG family member 4\n",
      "PRNP       prion protein\n",
      "PROC       protein C, inactivator of coagulation factors Va and VIIIa\n",
      "RNF111     ring finger protein 111\n",
      "ZBED1      zinc finger BED-type containing 1\n",
      "NSMCE4A    NSE4 homolog A, SMC5-SMC6 complex component\n",
      "PROX1      prospero homeobox 1\n",
      "CENPJ      centromere protein J\n",
      "DAB2IP     DAB2 interacting protein\n",
      "BHLHE41    basic helix-loop-helix family member e41\n",
      "TET2       tet methylcytosine dioxygenase 2\n",
      "LGMN       legumain\n",
      "PRSS1      protease, serine 1\n",
      "PRSS2      protease, serine 2\n",
      "PRSS3      protease, serine 3\n",
      "MASP1      mannan-binding lectin serine peptidase 1 (C4/C2 activating component of Ra-reactive factor)\n",
      "HAUS6      HAUS augmin like complex subunit 6\n",
      "KLK7       kallikrein related peptidase 7\n",
      "TMPRSS15   transmembrane protease, serine 15\n",
      "PRSS8      protease, serine 8\n",
      "KLK6       kallikrein related peptidase 6\n",
      "HTRA1      HtrA serine peptidase 1\n",
      "KLK10      kallikrein related peptidase 10\n",
      "PRTN3      proteinase 3\n",
      "KLHL28     kelch like family member 28\n",
      "PSEN1      presenilin 1\n",
      "PSEN2      presenilin 2\n",
      "NDE1       nudE neurodevelopment protein 1\n",
      "ERCC6L     excision repair cross-complementation group 6 like\n",
      "NOX5       NADPH oxidase, EF-hand calcium binding domain 5\n",
      "PSMA1      proteasome subunit alpha 1\n",
      "PSMA2      proteasome subunit alpha 2\n",
      "PSMA3      proteasome subunit alpha 3\n",
      "PSMA4      proteasome subunit alpha 4\n",
      "PSMA5      proteasome subunit alpha 5\n",
      "PSMA6      proteasome subunit alpha 6\n",
      "PSMA7      proteasome subunit alpha 7\n",
      "PSMB1      proteasome subunit beta 1\n",
      "PSMB2      proteasome subunit beta 2\n",
      "PSMB3      proteasome subunit beta 3\n",
      "PSMB4      proteasome subunit beta 4\n",
      "PSMB5      proteasome subunit beta 5\n",
      "PSMB6      proteasome subunit beta 6\n",
      "PSMB7      proteasome subunit beta 7\n",
      "PSMB8      proteasome subunit beta 8\n",
      "SPPL2B     signal peptide peptidase like 2B\n",
      "PSMB9      proteasome subunit beta 9\n",
      "PSMB10     proteasome subunit beta 10\n",
      "PSMC1      proteasome 26S subunit, ATPase 1\n",
      "PSMC2      proteasome 26S subunit, ATPase 2\n",
      "PSMC3      proteasome 26S subunit, ATPase 3\n",
      "PSMC4      proteasome 26S subunit, ATPase 4\n",
      "PSMC5      proteasome 26S subunit, ATPase 5\n",
      "PSMC6      proteasome 26S subunit, ATPase 6\n",
      "PSMD1      proteasome 26S subunit, non-ATPase 1\n",
      "PSMD2      proteasome 26S subunit, non-ATPase 2\n",
      "PSMD3      proteasome 26S subunit, non-ATPase 3\n",
      "PSMD4      proteasome 26S subunit, non-ATPase 4\n",
      "PSMD5      proteasome 26S subunit, non-ATPase 5\n",
      "PSMD7      proteasome 26S subunit, non-ATPase 7\n",
      "PSMD8      proteasome 26S subunit, non-ATPase 8\n",
      "PSMD9      proteasome 26S subunit, non-ATPase 9\n",
      "PSMD10     proteasome 26S subunit, non-ATPase 10\n",
      "PSMD11     proteasome 26S subunit, non-ATPase 11\n",
      "PSMD12     proteasome 26S subunit, non-ATPase 12\n",
      "PSMD13     proteasome 26S subunit, non-ATPase 13\n",
      "PSME1      proteasome activator subunit 1\n",
      "ASTL       astacin-like metallo-endopeptidase (M12 family)\n",
      "PTCH1      patched 1\n",
      "PTEN       phosphatase and tensin homolog\n",
      "BOD1L2     biorientation of chromosomes in cell division 1 like 2\n",
      "NSUN2      NOP2/Sun RNA methyltransferase family member 2\n",
      "KLLN       killin, p53-regulated DNA replication inhibitor\n",
      "RNF43      ring finger protein 43\n",
      "PTGS2      prostaglandin-endoperoxide synthase 2\n",
      "SETMAR     SET domain and mariner transposase fusion gene\n",
      "TTC19      tetratricopeptide repeat domain 19\n",
      "CENPN      centromere protein N\n",
      "PTK6       protein tyrosine kinase 6\n",
      "SPDL1      spindle apparatus coiled-coil protein 1\n",
      "CHTF8      chromosome transmission fidelity factor 8\n",
      "UBE2R2     ubiquitin conjugating enzyme E2R 2\n",
      "PTPN6      protein tyrosine phosphatase, non-receptor type 6\n",
      "HAUS4      HAUS augmin like complex subunit 4\n",
      "PTPN11     protein tyrosine phosphatase, non-receptor type 11\n",
      "CEP120     centrosomal protein 120kDa\n",
      "PTPRC      protein tyrosine phosphatase, receptor type C\n",
      "RNF125     ring finger protein 125, E3 ubiquitin protein ligase\n",
      "PTPRK      protein tyrosine phosphatase, receptor type K\n",
      "TXNL4B     thioredoxin like 4B\n",
      "TIPIN      TIMELESS interacting protein\n",
      "OR2A4      olfactory receptor family 2 subfamily A member 4\n",
      "BANP       BTG3 associated nuclear protein\n",
      "MAMSTR     MEF2 activating motif and SAP domain containing transcriptional regulator\n",
      "PINX1      PIN2/TERF1 interacting, telomerase inhibitor 1\n",
      "CYCS       cytochrome c, somatic\n",
      "KLK9       kallikrein related peptidase 9\n",
      "AURKAIP1   aurora kinase A interacting protein 1\n",
      "CDC73      cell division cycle 73\n",
      "LAMTOR1    late endosomal/lysosomal adaptor, MAPK and MTOR activator 1\n",
      "HERC6      HECT and RLD domain containing E3 ubiquitin protein ligase family member 6\n",
      "RNF128     ring finger protein 128, E3 ubiquitin protein ligase\n",
      "MARCH1     membrane associated ring-CH-type finger 1\n",
      "MUL1       mitochondrial E3 ubiquitin protein ligase 1\n",
      "PID1       phosphotyrosine interaction domain containing 1\n",
      "PHIP       pleckstrin homology domain interacting protein\n",
      "WDR62      WD repeat domain 62\n",
      "USP47      ubiquitin specific peptidase 47\n",
      "RAD9A      RAD9 checkpoint clamp component A\n",
      "RAD17      RAD17 checkpoint clamp loader component\n",
      "RAD21      RAD21 cohesin complex component\n",
      "RAD51      RAD51 recombinase\n",
      "RAD51C     RAD51 paralog C\n",
      "RAD51B     RAD51 paralog B\n",
      "MOK        MOK protein kinase\n",
      "RAD51D     RAD51 paralog D\n",
      "RNASEH2B   ribonuclease H2 subunit B\n",
      "RAG1       recombination activating gene 1\n",
      "RAG2       recombination activating gene 2\n",
      "RALA       v-ral simian leukemia viral oncogene homolog A (ras related)\n",
      "RALB       v-ral simian leukemia viral oncogene homolog B\n",
      "RAN        RAN, member RAS oncogene family\n",
      "RANBP1     RAN binding protein 1\n",
      "EGLN3      egl-9 family hypoxia-inducible factor 3\n",
      "MAU2       MAU2 sister chromatid cohesion factor\n",
      "DBF4B      DBF4 zinc finger B\n",
      "RARA       retinoic acid receptor alpha\n",
      "CHMP6      charged multivesicular body protein 6\n",
      "ASZ1       ankyrin repeat, SAM and basic leucine zipper domain containing 1\n",
      "RNF31      ring finger protein 31\n",
      "RASA1      RAS p21 protein activator 1\n",
      "RB1        retinoblastoma 1\n",
      "HECTD3     HECT domain containing E3 ubiquitin protein ligase 3\n",
      "KDM5A      lysine demethylase 5A\n",
      "RBBP4      retinoblastoma binding protein 4\n",
      "IFT57      intraflagellar transport 57\n",
      "RBBP6      retinoblastoma binding protein 6\n",
      "RBBP8      retinoblastoma binding protein 8\n",
      "RBL1       retinoblastoma-like 1\n",
      "RBL2       retinoblastoma-like 2\n",
      "ARHGEF2    Rho/Rac guanine nucleotide exchange factor 2\n",
      "DDIT4      DNA damage inducible transcript 4\n",
      "CDC20      cell division cycle 20\n",
      "SMC6       structural maintenance of chromosomes 6\n",
      "CENPU      centromere protein U\n",
      "OPN1LW     opsin 1 (cone pigments), long-wave-sensitive\n",
      "RDX        radixin\n",
      "FANCL      Fanconi anemia complementation group L\n",
      "ZMAT4      zinc finger matrin-type 4\n",
      "ZYG11B     zyg-11 family member B, cell cycle regulator\n",
      "REN        renin\n",
      "CEP192     centrosomal protein 192kDa\n",
      "DYNLL1     dynein, light chain, LC8-type 1\n",
      "C11orf80   chromosome 11 open reading frame 80\n",
      "UPF1       UPF1 regulator of nonsense transcripts homolog (yeast)\n",
      "PRKRIP1    PRKR interacting protein 1 (IL11 inducible)\n",
      "RET        ret proto-oncogene\n",
      "RFC1       replication factor C subunit 1\n",
      "RFC2       replication factor C subunit 2\n",
      "RFC3       replication factor C subunit 3\n",
      "RFC4       replication factor C subunit 4\n",
      "RFC5       replication factor C subunit 5\n",
      "CHMP4B     charged multivesicular body protein 4B\n",
      "TRIM27     tripartite motif containing 27\n",
      "KLHL38     kelch like family member 38\n",
      "PRSS48     protease, serine 48\n",
      "HAUS2      HAUS augmin like complex subunit 2\n",
      "CDCA8      cell division cycle associated 8\n",
      "THAP1      THAP domain containing, apoptosis associated protein 1\n",
      "SUV39H2    suppressor of variegation 3-9 homolog 2\n",
      "RGS2       regulator of G-protein signaling 2\n",
      "RGS12      regulator of G-protein signaling 12\n",
      "E2F8       E2F transcription factor 8\n",
      "RFWD3      ring finger and WD repeat domain 3\n",
      "RHEB       Ras homolog enriched in brain\n",
      "CEP55      centrosomal protein 55kDa\n",
      "CENPQ      centromere protein Q\n",
      "MSL2       male-specific lethal 2 homolog (Drosophila)\n",
      "PRMT6      protein arginine methyltransferase 6\n",
      "ADGB       androglobin\n",
      "ZNF385D    zinc finger protein 385D\n",
      "RNF220     ring finger protein 220\n",
      "RIF1       replication timing regulatory factor 1\n",
      "PSMG2      proteasome (prosome, macropain) assembly chaperone 2\n",
      "NABP2      nucleic acid binding protein 2\n",
      "RNF34      ring finger protein 34, E3 ubiquitin protein ligase\n",
      "RNF2       ring finger protein 2\n",
      "APPL2      adaptor protein, phosphotyrosine interaction, PH domain and leucine zipper containing 2\n",
      "RNF4       ring finger protein 4\n",
      "RNF5       ring finger protein 5, E3 ubiquitin protein ligase\n",
      "RNF6       ring finger protein (C3H2C3 type) 6\n",
      "ARL8B      ADP ribosylation factor like GTPase 8B\n",
      "KLHL36     kelch like family member 36\n",
      "RCBTB1     RCC1 and BTB domain containing protein 1\n",
      "FBXO31     F-box protein 31\n",
      "KLHDC8A    kelch domain containing 8A\n",
      "TRIM62     tripartite motif containing 62\n",
      "SHOX2      short stature homeobox 2\n",
      "SNX18      sorting nexin 18\n",
      "VHLL       von Hippel-Lindau tumor suppressor-like\n",
      "KIF15      kinesin family member 15\n",
      "UBA6       ubiquitin like modifier activating enzyme 6\n",
      "STEAP3     STEAP3 metalloreductase\n",
      "ROBO1      roundabout guidance receptor 1\n",
      "SPRED1     sprouty-related, EVH1 domain containing 1\n",
      "SIAH1      siah E3 ubiquitin protein ligase 1\n",
      "YY1AP1     YY1 associated protein 1\n",
      "EIF2AK4    eukaryotic translation initiation factor 2 alpha kinase 4\n",
      "KDM8       lysine demethylase 8\n",
      "RNF122     ring finger protein 122\n",
      "RPA2       replication protein A2\n",
      "RPA3       replication protein A3\n",
      "CSPP1      centrosome and spindle pole associated protein 1\n",
      "CDK5       cyclin-dependent kinase 5\n",
      "NEK11      NIMA related kinase 11\n",
      "UBE2W      ubiquitin conjugating enzyme E2W (putative)\n",
      "BORA       bora, aurora kinase A activator\n",
      "FBXW7      F-box and WD repeat domain containing 7\n",
      "KLHL26     kelch like family member 26\n",
      "CBLL1      Cbl proto-oncogene like 1, E3 ubiquitin protein ligase\n",
      "RNF121     ring finger protein 121\n",
      "THSD4      thrombospondin type 1 domain containing 4\n",
      "CDK9       cyclin-dependent kinase 9\n",
      "MAP9       microtubule associated protein 9\n",
      "MCMBP      minichromosome maintenance complex binding protein\n",
      "MIS18BP1   MIS18 binding protein 1\n",
      "NUP85      nucleoporin 85kDa\n",
      "NOLC1      nucleolar and coiled-body phosphoprotein 1\n",
      "MNS1       meiosis specific nuclear structural 1\n",
      "EXD1       exonuclease 3'-5' domain containing 1\n",
      "FBXL8      F-box and leucine-rich repeat protein 8\n",
      "RPS3       ribosomal protein S3\n",
      "RPS6       ribosomal protein S6\n",
      "RPS6KA1    ribosomal protein S6 kinase, 90kDa, polypeptide 1\n",
      "RPS6KA2    ribosomal protein S6 kinase, 90kDa, polypeptide 2\n",
      "ADAM32     ADAM metallopeptidase domain 32\n",
      "RPS6KB1    ribosomal protein S6 kinase, 70kDa, polypeptide 1\n",
      "HJURP      Holliday junction recognition protein\n",
      "RPS15A     ribosomal protein S15a\n",
      "CTRB2      chymotrypsinogen B2\n",
      "PIDD1      p53-induced death domain protein 1\n",
      "CEP76      centrosomal protein 76kDa\n",
      "JADE1      jade family PHD finger 1\n",
      "RPS27A     ribosomal protein S27a\n",
      "MCM10      minichromosome maintenance 10 replication initiation factor\n",
      "RRM1       ribonucleotide reductase catalytic subunit M1\n",
      "RRM2       ribonucleotide reductase regulatory subunit M2\n",
      "CLIP1      CAP-Gly domain containing linker protein 1\n",
      "DSN1       DSN1 homolog, MIS12 kinetochore complex component\n",
      "RYR1       ryanodine receptor 1\n",
      "EHD2       EH domain containing 2\n",
      "SORT1      sortilin 1\n",
      "PIK3R4     phosphoinositide-3-kinase regulatory subunit 4\n",
      "S100A8     S100 calcium binding protein A8\n",
      "C19orf68   chromosome 19 open reading frame 68\n",
      "STRADB     STE20-related kinase adaptor beta\n",
      "CAMK2N1    calcium/calmodulin-dependent protein kinase II inhibitor 1\n",
      "MAPK12     mitogen-activated protein kinase 12\n",
      "CEP164     centrosomal protein 164kDa\n",
      "PARL       presenilin associated, rhomboid-like\n",
      "USP12      ubiquitin specific peptidase 12\n",
      "ADAMTS20   ADAM metallopeptidase with thrombospondin type 1 motif 20\n",
      "CYFIP2     cytoplasmic FMR1 interacting protein 2\n",
      "H2AFY2     H2A histone family member Y2\n",
      "SGOL2      shugoshin-like 2 (S. pombe)\n",
      "SMPD3      sphingomyelin phosphodiesterase 3\n",
      "TRIM36     tripartite motif containing 36\n",
      "RNF145     ring finger protein 145\n",
      "FEM1A      fem-1 homolog a (C. elegans)\n",
      "C15orf43   chromosome 15 open reading frame 43\n",
      "SDCBP      syndecan binding protein\n",
      "RBM38      RNA binding motif protein 38\n",
      "VCPIP1     valosin containing protein (p97)/p47 complex interacting protein 1\n",
      "KLK15      kallikrein related peptidase 15\n",
      "APH1A      aph-1 homolog A, gamma secretase subunit\n",
      "HAUS7      HAUS augmin like complex subunit 7\n",
      "ZNF703     zinc finger protein 703\n",
      "TRABD2A    TraB domain containing 2A\n",
      "ZYG11A     zyg-11 family member A, cell cycle regulator\n",
      "MAPKAPK2   mitogen-activated protein kinase-activated protein kinase 2\n",
      "CLCA4      chloride channel accessory 4\n",
      "CNOT11     CCR4-NOT transcription complex subunit 11\n",
      "SFPQ       splicing factor proline/glutamine-rich\n",
      "SFRP1      secreted frizzled-related protein 1\n",
      "KLHL10     kelch like family member 10\n",
      "CENPT      centromere protein T\n",
      "ATF5       activating transcription factor 5\n",
      "SRSF5      serine/arginine-rich splicing factor 5\n",
      "UBE2Q1     ubiquitin conjugating enzyme E2Q family member 1\n",
      "PHLDA1     pleckstrin homology like domain family A member 1\n",
      "CTC1       CTS telomere maintenance complex component 1\n",
      "PUF60      poly(U) binding splicing factor 60KDa\n",
      "SGK1       serum/glucocorticoid regulated kinase 1\n",
      "SPSB1      splA/ryanodine receptor domain and SOCS box containing 1\n",
      "RNF44      ring finger protein 44\n",
      "CEP290     centrosomal protein 290kDa\n",
      "TUBB       tubulin beta class I\n",
      "BEX3       brain expressed X-linked 3\n",
      "VASH1      vasohibin 1\n",
      "PRR5       proline rich 5\n",
      "TASP1      taspase 1\n",
      "PRSS55     protease, serine 55\n",
      "RNF149     ring finger protein 149\n",
      "SHH        sonic hedgehog\n",
      "ICK        intestinal cell (MAK-like) kinase\n",
      "FBXO11     F-box protein 11\n",
      "PRSS33     protease, serine 33\n",
      "SIAH2      siah E3 ubiquitin protein ligase 2\n",
      "G2E3       G2/M-phase specific E3 ubiquitin protein ligase\n",
      "PYDC1      PYD (pyrin domain) containing 1\n",
      "NAA50      N(alpha)-acetyltransferase 50, NatE catalytic subunit\n",
      "STIL       SCL/TAL1 interrupting locus\n",
      "HTRA4      HtrA serine peptidase 4\n",
      "SIPA1      signal-induced proliferation-associated 1\n",
      "SIX3       SIX homeobox 3\n",
      "SKI        SKI proto-oncogene\n",
      "SKIL       SKI-like proto-oncogene\n",
      "SKP1       S-phase kinase-associated protein 1\n",
      "SKP2       S-phase kinase-associated protein 2, E3 ubiquitin protein ligase\n",
      "UBOX5      U-box domain containing 5\n",
      "RNF126     ring finger protein 126\n",
      "ZNF365     zinc finger protein 365\n",
      "PRPF40A    pre-mRNA processing factor 40 homolog A\n",
      "URGCP      upregulator of cell proliferation\n",
      "CARD8      caspase recruitment domain family member 8\n",
      "NUP35      nucleoporin 35kDa\n",
      "CEP63      centrosomal protein 63kDa\n",
      "SIRT2      sirtuin 2\n",
      "SLC6A4     solute carrier family 6 (neurotransmitter transporter), member 4\n",
      "MAPRE1     microtubule associated protein RP/EB family member 1\n",
      "KIFAP3     kinesin associated protein 3\n",
      "NCAPG2     non-SMC condensin II complex subunit G2\n",
      "MAPRE3     microtubule associated protein RP/EB family member 3\n",
      "PLA2R1     phospholipase A2 receptor 1\n",
      "UBE2O      ubiquitin conjugating enzyme E2O\n",
      "CDK5RAP3   CDK5 regulatory subunit associated protein 3\n",
      "IPO9       importin 9\n",
      "NDC1       NDC1 transmembrane nucleoporin\n",
      "SNW1       SNW domain containing 1\n",
      "SLF2       SMC5-SMC6 complex localization factor 2\n",
      "P2RX2      purinergic receptor P2X 2\n",
      "TRIM32     tripartite motif containing 32\n",
      "ASUN       asunder spermatogenesis regulator\n",
      "CHTF18     chromosome transmission fidelity factor 18\n",
      "KLHL15     kelch like family member 15\n",
      "TPX2       TPX2, microtubule-associated\n",
      "CHFR       checkpoint with forkhead and ring finger domains, E3 ubiquitin protein ligase\n",
      "PAXIP1     PAX interacting (with transcription-activation domain) protein 1\n",
      "CEP70      centrosomal protein 70kDa\n",
      "NUP133     nucleoporin 133kDa\n",
      "HLTF       helicase-like transcription factor\n",
      "CCAR1      cell division cycle and apoptosis regulator 1\n",
      "SMARCB1    SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily b, member 1\n",
      "SEPT11     septin 11\n",
      "DMRTC2     DMRT like family C2\n",
      "CDK5RAP2   CDK5 regulatory subunit associated protein 2\n",
      "ADAM33     ADAM metallopeptidase domain 33\n",
      "SMARCE1    SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily e, member 1\n",
      "WDR12      WD repeat domain 12\n",
      "SMO        smoothened, frizzled class receptor\n",
      "CEP131     centrosomal protein 131kDa\n",
      "CEP152     centrosomal protein 152kDa\n",
      "NLRP1      NLR family, pyrin domain containing 1\n",
      "SNAI1      snail family zinc finger 1\n",
      "REEP4      receptor accessory protein 4\n",
      "PRR11      proline rich 11\n",
      "SNCA       synuclein alpha\n",
      "CLSPN      claspin\n",
      "KIF13A     kinesin family member 13A\n",
      "FBXO21     F-box protein 21\n",
      "CDCA5      cell division cycle associated 5\n",
      "TXLNG      taxilin gamma\n",
      "PDZRN3     PDZ domain containing ring finger 3\n",
      "MYO16      myosin XVI\n",
      "PCID2      PCI domain containing 2\n",
      "KDM1A      lysine demethylase 1A\n",
      "PIWIL3     piwi-like RNA-mediated gene silencing 3\n",
      "SOD1       superoxide dismutase 1, soluble\n",
      "USP33      ubiquitin specific peptidase 33\n",
      "CAPN15     calpain 15\n",
      "MITD1      microtubule interacting and trafficking domain containing 1\n",
      "CEP72      centrosomal protein 72kDa\n",
      "XPO7       exportin 7\n",
      "SOX2       SRY-box 2\n",
      "SOX4       SRY-box 4\n",
      "PDS5B      PDS5 cohesin associated factor B\n",
      "SOX11      SRY-box 11\n",
      "SOX15      SRY-box 15\n",
      "RNF130     ring finger protein 130\n",
      "SP100      SP100 nuclear antigen\n",
      "CAPN14     calpain 14\n",
      "WAPL       WAPL cohesin release factor\n",
      "SETX       senataxin\n",
      "SPAST      spastin\n",
      "SPG7       spastic paraplegia 7 (pure and complicated autosomal recessive)\n",
      "HECW1      HECT, C2 and WW domain containing E3 ubiquitin protein ligase 1\n",
      "PPP2R2D    protein phosphatase 2 regulatory subunit B, delta\n",
      "TRIM35     tripartite motif containing 35\n",
      "KIZ        kizuna centrosomal protein\n",
      "SPTBN1     spectrin beta, non-erythrocytic 1\n",
      "CDK19      cyclin-dependent kinase 19\n",
      "SRC        SRC proto-oncogene, non-receptor tyrosine kinase\n",
      "TSPYL2     TSPY-like 2\n",
      "PRSS22     protease, serine 22\n",
      "PBK        PDZ binding kinase\n",
      "PERP       PERP, TP53 apoptosis effector\n",
      "MMP27      matrix metallopeptidase 27\n",
      "CUL9       cullin 9\n",
      "SRPK2      SRSF protein kinase 2\n",
      "XPO4       exportin 4\n",
      "TRIM21     tripartite motif containing 21\n",
      "CLASP2     cytoplasmic linker associated protein 2\n",
      "POGZ       pogo transposable element with ZNF domain\n",
      "STOX1      storkhead box 1\n",
      "PHF8       PHD finger protein 8\n",
      "TYSND1     trypsin domain containing 1\n",
      "KMT2E      lysine methyltransferase 2E\n",
      "SMC5       structural maintenance of chromosomes 5\n",
      "CENPI      centromere protein I\n",
      "ANKLE2     ankyrin repeat and LEM domain containing 2\n",
      "RNF217     ring finger protein 217\n",
      "CENPK      centromere protein K\n",
      "ERBIN      erbb2 interacting protein\n",
      "ST14       suppression of tumorigenicity 14\n",
      "SEPT6      septin 6\n",
      "STAT3      signal transducer and activator of transcription 3 (acute-phase response factor)\n",
      "WDR43      WD repeat domain 43\n",
      "RRAGC      Ras-related GTP binding C\n",
      "GJD4       gap junction protein delta 4\n",
      "CCNY       cyclin Y\n",
      "NUP205     nucleoporin 205kDa\n",
      "XPO5       exportin 5\n",
      "ZWILCH     zwilch kinetochore protein\n",
      "NEK4       NIMA related kinase 4\n",
      "FAM175B    family with sequence similarity 175 member B\n",
      "AURKA      aurora kinase A\n",
      "LPIN1      lipin 1\n",
      "CDKL5      cyclin dependent kinase like 5\n",
      "STK10      serine/threonine kinase 10\n",
      "STK11      serine/threonine kinase 11\n",
      "AURKC      aurora kinase C\n",
      "LIN37      lin-37 DREAM MuvB core complex component\n",
      "KLHL9      kelch like family member 9\n",
      "NCAPG      non-SMC condensin I complex subunit G\n",
      "ATG4B      autophagy related 4B, cysteine peptidase\n",
      "FBXL7      F-box and leucine-rich repeat protein 7\n",
      "SEPT3      septin 3\n",
      "PSME4      proteasome activator subunit 4\n",
      "NINL       ninein like\n",
      "HIST4H4    histone cluster 4, H4\n",
      "PMPCA      peptidase (mitochondrial processing) alpha\n",
      "KLHL7      kelch like family member 7\n",
      "RRS1       ribosome biogenesis regulator homolog\n",
      "SUPT5H     SPT5 homolog, DSIF elongation factor subunit\n",
      "XPO6       exportin 6\n",
      "DTX4       deltex 4, E3 ubiquitin ligase\n",
      "SUV39H1    suppressor of variegation 3-9 homolog 1\n",
      "SVIL       supervillin\n",
      "NUP210     nucleoporin 210kDa\n",
      "RHBDL3     rhomboid, veinlet-like 3 (Drosophila)\n",
      "SYCP1      synaptonemal complex protein 1\n",
      "ADAMTS15   ADAM metallopeptidase with thrombospondin type 1 motif 15\n",
      "ADAMTS16   ADAM metallopeptidase with thrombospondin type 1 motif 16\n",
      "ADAMTS17   ADAM metallopeptidase with thrombospondin type 1 motif 17\n",
      "PLCB1      phospholipase C beta 1\n",
      "SMARCD3    SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily d, member 3\n",
      "PDS5A      PDS5 cohesin associated factor A\n",
      "NUP107     nucleoporin 107kDa\n",
      "BOP1       block of proliferation 1\n",
      "TACC1      transforming acidic coiled-coil containing protein 1\n",
      "ADAM17     ADAM metallopeptidase domain 17\n",
      "TAF1       TATA-box binding protein associated factor 1\n",
      "TAF2       TATA-box binding protein associated factor 2\n",
      "PJA1       praja ring finger ubiquitin ligase 1\n",
      "TAF6       TATA-box binding protein associated factor 6\n",
      "MLST8      MTOR associated protein, LST8 homolog\n",
      "TAL1       T-cell acute lymphocytic leukemia 1\n",
      "SPPL2C     signal peptide peptidase like 2C\n",
      "NUP160     nucleoporin 160kDa\n",
      "TBX1       T-box 1\n",
      "RNF208     ring finger protein 208\n",
      "FBXW11     F-box and WD repeat domain containing 11\n",
      "TBX2       T-box 2\n",
      "KLHL4      kelch like family member 4\n",
      "MGRN1      mahogunin ring finger 1, E3 ubiquitin protein ligase\n",
      "UBR2       ubiquitin protein ligase E3 component n-recognin 2\n",
      "CHMP1B     charged multivesicular body protein 1B\n",
      "TBX3       T-box 3\n",
      "TCF3       transcription factor 3\n",
      "TCF7L2     transcription factor 7 like 2\n",
      "TRIM2      tripartite motif containing 2\n",
      "PAPD5      PAP associated domain containing 5\n",
      "USP22      ubiquitin specific peptidase 22\n",
      "NEDD4L     neural precursor cell expressed, developmentally down-regulated 4-like, E3 ubiquitin protein ligase\n",
      "TTC28      tetratricopeptide repeat domain 28\n",
      "CLASP1     cytoplasmic linker associated protein 1\n",
      "ASB2       ankyrin repeat and SOCS box containing 2\n",
      "RGPD8      RANBP2-like and GRIP domain containing 8\n",
      "SMCHD1     structural maintenance of chromosomes flexible hinge domain containing 1\n",
      "UBR4       ubiquitin protein ligase E3 component n-recognin 4\n",
      "SUN1       Sad1 and UNC84 domain containing 1\n",
      "RNF212     ring finger protein 212\n",
      "RNF25      ring finger protein 25\n",
      "SPPL3      signal peptide peptidase like 3\n",
      "OBSL1      obscurin-like 1\n",
      "RFWD2      ring finger and WD repeat domain 2, E3 ubiquitin protein ligase\n",
      "PPP1R13B   protein phosphatase 1 regulatory subunit 13B\n",
      "DYNLT3     dynein, light chain, Tctex-type 3\n",
      "DYNLT1     dynein, light chain, Tctex-type 1\n",
      "RRP8       ribosomal RNA processing 8, methyltransferase, homolog (yeast)\n",
      "AZI2       5-azacytidine induced 2\n",
      "SPECC1L    sperm antigen with calponin homology and coiled-coil domains 1-like\n",
      "NCSTN      nicastrin\n",
      "TEX15      testis expressed 15\n",
      "TEX14      testis expressed 14\n",
      "RNF175     ring finger protein 175\n",
      "TEX12      testis expressed 12\n",
      "TEX11      testis expressed 11\n",
      "NSMCE3     NSE3 homolog, SMC5-SMC6 complex component\n",
      "TEP1       telomerase associated protein 1\n",
      "TERF1      telomeric repeat binding factor (NIMA-interacting) 1\n",
      "TERF2      telomeric repeat binding factor 2\n",
      "CTDNEP1    CTD nuclear envelope phosphatase 1\n",
      "TFAP4      transcription factor AP-4 (activating enhancer binding protein 4)\n",
      "NR2F2      nuclear receptor subfamily 2 group F member 2\n",
      "TFDP1      transcription factor Dp-1\n",
      "TFDP2      transcription factor Dp-2 (E2F dimerization partner 2)\n",
      "ITGB3BP    integrin subunit beta 3 binding protein\n",
      "TGFA       transforming growth factor alpha\n",
      "TGFB1      transforming growth factor beta 1\n",
      "TGFB2      transforming growth factor beta 2\n",
      "CNOT1      CCR4-NOT transcription complex subunit 1\n",
      "TPSD1      tryptase delta 1\n",
      "B9D2       B9 protein domain 2\n",
      "ZMAT3      zinc finger matrin-type 3\n",
      "DDIAS      DNA damage induced apoptosis suppressor\n",
      "TGM1       transglutaminase 1\n",
      "CELA3B     chymotrypsin like elastase family member 3B\n",
      "AKTIP      AKT interacting protein\n",
      "THBS1      thrombospondin 1\n",
      "THOP1      thimet oligopeptidase 1\n",
      "KLHL25     kelch like family member 25\n",
      "THRA       thyroid hormone receptor, alpha\n",
      "KIF3B      kinesin family member 3B\n",
      "TIMP2      TIMP metallopeptidase inhibitor 2\n",
      "NACC2      NACC family member 2\n",
      "CAPN7      calpain 7\n",
      "BRD4       bromodomain containing 4\n",
      "TLL2       tolloid like 2\n",
      "PES1       pescadillo ribosomal biogenesis factor 1\n",
      "NR2E1      nuclear receptor subfamily 2 group E member 1\n",
      "RNF20      ring finger protein 20\n",
      "NANOS3     nanos homolog 3 (Drosophila)\n",
      "TAS1R2     taste 1 receptor member 2\n",
      "TMPRSS2    transmembrane protease, serine 2\n",
      "MACF1      microtubule-actin crosslinking factor 1\n",
      "ZFYVE26    zinc finger FYVE-type containing 26\n",
      "TNF        tumor necrosis factor\n",
      "TNFAIP1    TNF alpha induced protein 1\n",
      "NUP188     nucleoporin 188kDa\n",
      "TNFAIP3    TNF alpha induced protein 3\n",
      "SCRIB      scribbled planar cell polarity protein\n",
      "SPIDR      scaffolding protein involved in DNA repair\n",
      "MORC3      MORC family CW-type zinc finger 3\n",
      "PARD3      par-3 family cell polarity regulator\n",
      "SON        SON DNA binding protein\n",
      "SKA1       spindle and kinetochore associated complex subunit 1\n",
      "RNF180     ring finger protein 180\n",
      "TOP1       topoisomerase (DNA) I\n",
      "TOP2A      topoisomerase (DNA) II alpha\n",
      "TPSB2      tryptase beta 2 (gene/pseudogene)\n",
      "TOP3A      topoisomerase (DNA) III alpha\n",
      "TP53       tumor protein p53\n",
      "TP53BP1    tumor protein p53 binding protein 1\n",
      "TP53BP2    tumor protein p53 binding protein 2\n",
      "TP73       tumor protein p73\n",
      "TPD52L1    tumor protein D52-like 1\n",
      "CDK20      cyclin-dependent kinase 20\n",
      "CENPM      centromere protein M\n",
      "TPP2       tripeptidyl peptidase II\n",
      "TPR        translocated promoter region, nuclear basket protein\n",
      "GTPBP4     GTP binding protein 4\n",
      "TPSAB1     tryptase alpha/beta 1\n",
      "ADAMTS19   ADAM metallopeptidase with thrombospondin type 1 motif 19\n",
      "NR2C2      nuclear receptor subfamily 2 group C member 2\n",
      "ZNF346     zinc finger protein 346\n",
      "TRAF2      TNF receptor associated factor 2\n",
      "TRAF3      TNF receptor associated factor 3\n",
      "TRAF5      TNF receptor associated factor 5\n",
      "TRAF6      TNF receptor associated factor 6\n",
      "CASP14     caspase 14\n",
      "CCNDBP1    cyclin D-type binding-protein 1\n",
      "SOX9       SRY-box 9\n",
      "ORC6       origin recognition complex subunit 6\n",
      "ORC3       origin recognition complex subunit 3\n",
      "CD2AP      CD2-associated protein\n",
      "MKRN1      makorin ring finger protein 1\n",
      "CEP57L1    centrosomal protein 57kDa-like 1\n",
      "PHLDA3     pleckstrin homology like domain family A member 3\n",
      "KLHDC7B    kelch domain containing 7B\n",
      "BACE1      beta-site APP-cleaving enzyme 1\n",
      "DSCC1      DNA replication and sister chromatid cohesion 1\n",
      "CBLC       Cbl proto-oncogene C, E3 ubiquitin protein ligase\n",
      "SPO11      SPO11 meiotic protein covalently bound to DSB\n",
      "TMPRSS5    transmembrane protease, serine 5\n",
      "TSC1       tuberous sclerosis 1\n",
      "TSC2       tuberous sclerosis 2\n",
      "TSG101     tumor susceptibility 101\n",
      "NUP62      nucleoporin 62kDa\n",
      "RABGAP1    RAB GTPase activating protein 1\n",
      "SUSD2      sushi domain containing 2\n",
      "PPP1R15A   protein phosphatase 1 regulatory subunit 15A\n",
      "POLA2      polymerase (DNA directed), alpha 2, accessory subunit\n",
      "TTC3       tetratricopeptide repeat domain 3\n",
      "SEPN1      selenoprotein N, 1\n",
      "TTK        TTK protein kinase\n",
      "TTN        titin\n",
      "TUBA4A     tubulin alpha 4a\n",
      "PRSS36     protease, serine 36\n",
      "F3         coagulation factor III, tissue factor\n",
      "CMA1       chymase 1, mast cell\n",
      "PIK3IP1    phosphoinositide-3-kinase interacting protein 1\n",
      "TYMS       thymidylate synthetase\n",
      "TUBB1      tubulin beta 1 class VI\n",
      "HEPACAM    hepatic and glial cell adhesion molecule\n",
      "ASPM       abnormal spindle microtubule assembly\n",
      "UBA52      ubiquitin A-52 residue ribosomal protein fusion product 1\n",
      "UBB        ubiquitin B\n",
      "UBC        ubiquitin C\n",
      "UBA1       ubiquitin like modifier activating enzyme 1\n",
      "KLHL24     kelch like family member 24\n",
      "UBE2A      ubiquitin conjugating enzyme E2A\n",
      "UBE2B      ubiquitin conjugating enzyme E2B\n",
      "UBE2D1     ubiquitin conjugating enzyme E2D 1\n",
      "UBE2D2     ubiquitin conjugating enzyme E2D 2\n",
      "RPRM       reprimo, TP53 dependent G2 arrest mediator candidate\n",
      "UBE2E1     ubiquitin conjugating enzyme E2E 1\n",
      "UBE2E2     ubiquitin conjugating enzyme E2E 2\n",
      "UBE2G1     ubiquitin conjugating enzyme E2G 1\n",
      "UBE2G2     ubiquitin conjugating enzyme E2G 2\n",
      "UBE2H      ubiquitin conjugating enzyme E2H\n",
      "UBE2I      ubiquitin conjugating enzyme E2I\n",
      "DIS3L2     DIS3 like 3'-5' exoribonuclease 2\n",
      "UBE2L3     ubiquitin conjugating enzyme E2L 3\n",
      "UBE2N      ubiquitin conjugating enzyme E2N\n",
      "UBE2V1     ubiquitin conjugating enzyme E2 variant 1\n",
      "UBE3A      ubiquitin protein ligase E3A\n",
      "ANAPC1     anaphase promoting complex subunit 1\n",
      "UCHL1      ubiquitin C-terminal hydrolase L1\n",
      "TDRD1      tudor domain containing 1\n",
      "MED11      mediator complex subunit 11\n",
      "TMPRSS3    transmembrane protease, serine 3\n",
      "EID1       EP300 interacting inhibitor of differentiation 1\n",
      "NLE1       notchless homolog 1 (Drosophila)\n",
      "MEPCE      methylphosphate capping enzyme\n",
      "UNKL       unkempt family like zinc finger\n",
      "PPIL2      peptidylprolyl isomerase like 2\n",
      "UQCRC1     ubiquinol-cytochrome c reductase core protein I\n",
      "UQCRC2     ubiquinol-cytochrome c reductase core protein II\n",
      "MMP26      matrix metallopeptidase 26\n",
      "RTEL1      regulator of telomere elongation helicase 1\n",
      "USP1       ubiquitin specific peptidase 1\n",
      "SPIN2B     spindlin family member 2B\n",
      "BCL2L13    BCL2 like 13\n",
      "MTCH1      mitochondrial carrier 1\n",
      "UVRAG      UV radiation resistance associated\n",
      "SMURF2     SMAD specific E3 ubiquitin protein ligase 2\n",
      "SMYD3      SET and MYND domain containing 3\n",
      "TEX19      testis expressed 19\n",
      "VCP        valosin containing protein\n",
      "ZNF268     zinc finger protein 268\n",
      "VHL        von Hippel-Lindau tumor suppressor, E3 ubiquitin protein ligase\n",
      "EZR        ezrin\n",
      "AEN        apoptosis enhancing nuclease\n",
      "VRK1       vaccinia related kinase 1\n",
      "RNF152     ring finger protein 152\n",
      "CYP26B1    cytochrome P450 family 26 subfamily B member 1\n",
      "PRSS57     protease, serine 57\n",
      "SEPT9      septin 9\n",
      "DIABLO     diablo, IAP-binding mitochondrial protein\n",
      "WEE1       WEE1 G2 checkpoint kinase\n",
      "WNT5A      wingless-type MMTV integration site family member 5A\n",
      "WNT10B     wingless-type MMTV integration site family member 10B\n",
      "WNT9A      wingless-type MMTV integration site family member 9A\n",
      "WRN        Werner syndrome RecQ like helicase\n",
      "XBP1       X-box binding protein 1\n",
      "BCCIP      BRCA2 and CDKN1A interacting protein\n",
      "TMPRSS4    transmembrane protease, serine 4\n",
      "XDH        xanthine dehydrogenase\n",
      "XK         X-linked Kx blood group\n",
      "FBXL2      F-box and leucine-rich repeat protein 2\n",
      "XPC        xeroderma pigmentosum, complementation group C\n",
      "XPO1       exportin 1\n",
      "NABP1      nucleic acid binding protein 1\n",
      "XRCC2      X-ray repair complementing defective repair in Chinese hamster cells 2\n",
      "XRCC3      X-ray repair complementing defective repair in Chinese hamster cells 3\n",
      "NRIP3      nuclear receptor interacting protein 3\n",
      "NSMCE2     NSE2/MMS21 homolog, SMC5-SMC6 complex SUMO ligase\n",
      "YWHAE      tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, epsilon\n",
      "YWHAG      tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, gamma\n",
      "SRI        sorcin\n",
      "KBTBD8     kelch repeat and BTB domain containing 8\n",
      "RANBP17    RAN binding protein 17\n",
      "DNER       delta/notch like EGF repeat containing\n",
      "OPN1MW2    opsin 1 (cone pigments), medium-wave-sensitive 2\n",
      "ZNF16      zinc finger protein 16\n",
      "SRF        serum response factor\n",
      "SMARCA4    SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily a, member 4\n",
      "RPA4       replication protein A4\n",
      "PRSS47     protease, serine 47\n",
      "TRIM9      tripartite motif containing 9\n",
      "CENPH      centromere protein H\n",
      "FBXO43     F-box protein 43\n",
      "FMN2       formin 2\n",
      "UBR3       ubiquitin protein ligase E3 component n-recognin 3 (putative)\n",
      "MRPL41     mitochondrial ribosomal protein L41\n",
      "KIF18B     kinesin family member 18B\n",
      "BCOR       BCL6 corepressor\n",
      "RAD18      RAD18, E3 ubiquitin protein ligase\n",
      "TRIM25     tripartite motif containing 25\n",
      "ZBTB17     zinc finger and BTB domain containing 17\n",
      "COL4A3     collagen type IV alpha 3\n",
      "TDRD9      tudor domain containing 9\n",
      "CDK15      cyclin-dependent kinase 15\n",
      "SIX4       SIX homeobox 4\n",
      "RNF112     ring finger protein 112\n",
      "MDM1       Mdm1 nuclear protein\n",
      "NOL6       nucleolar protein 6\n",
      "C8orf4     chromosome 8 open reading frame 4\n",
      "MEIKIN     meiotic kinetochore factor\n",
      "CDK11A     cyclin-dependent kinase 11A\n",
      "RNF114     ring finger protein 114\n",
      "KIF4A      kinesin family member 4A\n",
      "SPIRE1     spire type actin nucleation factor 1\n",
      "ZNF207     zinc finger protein 207\n",
      "CDIP1      cell death-inducing p53 target 1\n",
      "SSTR5      somatostatin receptor 5\n",
      "SMARCAD1   SWI/SNF-related, matrix-associated actin-dependent regulator of chromatin, subfamily a, containing DEAD/H box 1\n",
      "ZNF318     zinc finger protein 318\n",
      "HM13       histocompatibility (minor) 13\n",
      "BIN3       bridging integrator 3\n",
      "KCTD11     potassium channel tetramerization domain containing 11\n",
      "INTS3      integrator complex subunit 3\n",
      "EXOSC9     exosome component 9\n",
      "SMYD2      SET and MYND domain containing 2\n",
      "PTP4A1     protein tyrosine phosphatase type IVA, member 1\n",
      "LILRB1     leukocyte immunoglobulin like receptor B1\n",
      "EVI5       ecotropic viral integration site 5\n",
      "GDPD5      glycerophosphodiester phosphodiesterase domain containing 5\n",
      "AKAP8L     A-kinase anchoring protein 8 like\n",
      "PRDM9      PR domain 9\n",
      "TRIM11     tripartite motif containing 11\n",
      "BTG2       BTG family member 2\n",
      "C10orf99   chromosome 10 open reading frame 99\n",
      "NDEL1      nudE neurodevelopment protein 1 like 1\n",
      "ALMS1      ALMS1, centrosome and basal body associated protein\n",
      "RCC2       regulator of chromosome condensation 2\n",
      "RNF103     ring finger protein 103\n",
      "RSPH1      radial spoke head 1 homolog (Chlamydomonas)\n",
      "TUBA1A     tubulin alpha 1a\n",
      "ADAMTS9    ADAM metallopeptidase with thrombospondin type 1 motif 9\n",
      "PDCD4      programmed cell death 4 (neoplastic transformation inhibitor)\n",
      "LMLN       leishmanolysin like peptidase\n",
      "KLHL20     kelch like family member 20\n",
      "CCNL1      cyclin L1\n",
      "USP7       ubiquitin specific peptidase 7 (herpes virus-associated)\n",
      "IMMP1L     inner mitochondrial membrane peptidase subunit 1\n",
      "FAM83D     family with sequence similarity 83 member D\n",
      "SLBP       stem-loop binding protein\n",
      "CAB39L     calcium binding protein 39 like\n",
      "CDT1       chromatin licensing and DNA replication factor 1\n",
      "STAT5B     signal transducer and activator of transcription 5B\n",
      "NLRP2P     NLR family, pyrin domain containing 2 pseudogene\n",
      "ADAMTS2    ADAM metallopeptidase with thrombospondin type 1 motif 2\n",
      "PCBP4      poly(rC) binding protein 4\n",
      "BAG6       BCL2 associated athanogene 6\n",
      "DDX39B     DEAD-box helicase 39B\n",
      "UBE2Z      ubiquitin conjugating enzyme E2Z\n",
      "INTS7      integrator complex subunit 7\n",
      "CASC5      cancer susceptibility candidate 5\n",
      "PCNP       PEST proteolytic signal containing nuclear protein\n",
      "CCNL2      cyclin L2\n",
      "TMPRSS9    transmembrane protease, serine 9\n",
      "MAP3K8     mitogen-activated protein kinase kinase kinase 8\n",
      "RNF135     ring finger protein 135\n",
      "TNPO2      transportin 2\n",
      "PRSS41     protease, serine 41\n",
      "FZD3       frizzled class receptor 3\n",
      "MARCH8     membrane associated ring-CH-type finger 8\n",
      "PRSS56     protease, serine 56\n",
      "UBE3B      ubiquitin protein ligase E3B\n",
      "KAT6A      lysine acetyltransferase 6A\n",
      "AHCTF1     AT-hook containing transcription factor 1\n",
      "SMURF1     SMAD specific E3 ubiquitin protein ligase 1\n",
      "PELI2      pellino E3 ubiquitin protein ligase family member 2\n",
      "PELI1      pellino E3 ubiquitin protein ligase 1\n",
      "PAPLN      papilin, proteoglycan-like sulfated glycoprotein\n",
      "NR4A3      nuclear receptor subfamily 4 group A member 3\n",
      "PSMB11     proteasome (prosome, macropain) subunit, beta type, 11\n",
      "NUP214     nucleoporin 214kDa\n",
      "ZMIZ1      zinc finger MIZ-type containing 1\n",
      "ADAM12     ADAM metallopeptidase domain 12\n",
      "REEP3      receptor accessory protein 3\n",
      "KLHL31     kelch like family member 31\n",
      "JTB        jumping translocation breakpoint\n",
      "NLRP3      NLR family, pyrin domain containing 3\n",
      "FOSL1      FOS like antigen 1\n",
      "ADAMTS12   ADAM metallopeptidase with thrombospondin type 1 motif 12\n",
      "CUL5       cullin 5\n",
      "ADAMTS10   ADAM metallopeptidase with thrombospondin type 1 motif 10\n",
      "M1AP       meiosis 1 associated protein\n",
      "C18orf25   chromosome 18 open reading frame 25\n",
      "USP5       ubiquitin specific peptidase 5 (isopeptidase T)\n",
      "GMNC       geminin coiled-coil domain containing\n",
      "AFAP1L2    actin filament associated protein 1 like 2\n",
      "KMT5A      lysine methyltransferase 5A\n",
      "AAAS       aladin WD repeat nucleoporin\n",
      "YEATS4     YEATS domain containing 4\n",
      "HMGA2      high mobility group AT-hook 2\n",
      "CDK2AP1    cyclin-dependent kinase 2 associated protein 1\n",
      "TRIM56     tripartite motif containing 56\n",
      "RNF146     ring finger protein 146\n",
      "MED25      mediator complex subunit 25\n",
      "SASS6      SAS-6 centriolar assembly protein\n",
      "GAN        gigaxonin\n",
      "SPDYA      speedy/RINGO cell cycle regulator family member A\n",
      "WEE2       WEE1 homolog 2 (S. pombe)\n",
      "KIF2B      kinesin family member 2B\n",
      "SKA3       spindle and kinetochore associated complex subunit 3\n",
      "ERAP2      endoplasmic reticulum aminopeptidase 2\n",
      "CSRP2BP    CSRP2 binding protein\n"
     ]
    }
   ],
   "source": [
    "from goatools.test_data.genes_NCBI_9606_ProteinCoding import GeneID2nt\n",
    "for geneid in geneids: # geneids associated with cell-cycle\n",
    "    nt = GeneID2nt.get(geneid, None)\n",
    "    if nt is not None:\n",
    "        print(\"{Symbol:<10} {desc}\".format(\n",
    "                Symbol = nt.Symbol, \n",
    "                desc = nt.description))"
   ]
  }
 ],
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